{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using GPU Acceleration\n"
     ]
    }
   ],
   "source": [
    "from ParrellelTempering import ParrallelTempering\n",
    "import cupy as xp\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'R')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "olap3d = xp.load(\"../RampRateOlap/olapRRpt.npy\")\n",
    "olap1d = xp.load(\"../RampRateOlap/olapRRannealing.npy\")\n",
    "olapData = xp.load(\"../RampRateOlap/olapRRdata.npy\")\n",
    "\n",
    "fig, axs = plt.subplots(1,3)\n",
    "fig.set_figwidth(4*5)\n",
    "fig.set_figheight(7)\n",
    "\n",
    "x = xp.linspace(-1.,1.,80)\n",
    "y = xp.linspace(-1.,1.,80)\n",
    "X,Y = xp.meshgrid(x,y)\n",
    "\n",
    "axs[0].pcolor(X.get(), Y.get(), xp.flip(olap3d.T, axis=1).get())\n",
    "axs[0].set_title(\"3D model\")\n",
    "axs[0].set_xlabel(\"Q\")\n",
    "axs[0].set_ylabel(\"R\")\n",
    "axs[1].pcolor(X.get(), Y.get(), olap1d.T.get())\n",
    "axs[1].set_title(\"1D fast annealed model\")\n",
    "axs[1].set_xlabel(\"Q\")\n",
    "axs[1].set_ylabel(\"R\")\n",
    "axs[2].pcolor(X.get(), Y.get(), olapData.T.get())\n",
    "axs[2].set_title(\"Data\")\n",
    "axs[2].set_xlabel(\"Q\")\n",
    "axs[2].set_ylabel(\"R\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs = [0.5,1.0,1.25,2.0,2.25,2.5]#[2.25, 2.5, 3.0, 5.0]\n",
    "files = [\"JK_7_7.npy\", \"JK_7_14.npy\", \"JK_7_18.npy\", \"JK_RR.npy\"]\n",
    "\n",
    "for j in range(len(files)):\n",
    "    for i in range(len(gs)):\n",
    "        with open(f\"MetropolisRuns/3component/PT{files[j]}g={gs[i]:.2f}.pickle\", \"rb\") as f:\n",
    "            loadedmet = pickle.load(f)\n",
    "\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}Hist\", loadedmet.angle_overlap_hist)\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}Jnonlocal\", loadedmet.Jnonlocal)\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}K\", loadedmet.K)\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}Jlocal\", loadedmet.Jlocal)\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}Zenergy\", loadedmet.Zenergy)\n",
    "        # xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}temps\", loadedmet.temps)\n",
    "        xp.save(f\"MetropolisRuns/Histograms/PT{files[j]}g={gs[i]:.2f}radius\", loadedmet.curr_state[:, :, :, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x2697a2b1b80>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = xp.linspace(-1.,1.,80)\n",
    "y = xp.linspace(-1.,1.,80)\n",
    "X,Y = xp.meshgrid(x,y)\n",
    "plt.pcolor(X.get(), Y.get(), loadedmet.angle_overlap_hist[20].T.get())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0\n",
      "0 1\n",
      "0 2\n",
      "1 0\n",
      "1 1\n",
      "1 2\n",
      "0 0\n",
      "0 1\n",
      "0 2\n",
      "1 0\n",
      "1 1\n",
      "1 2\n",
      "0 0\n",
      "0 1\n",
      "0 2\n",
      "1 0\n",
      "1 1\n",
      "1 2\n",
      "0 0\n",
      "0 1\n",
      "0 2\n",
      "1 0\n",
      "1 1\n",
      "1 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4CLOSUvpodYc9tjHGmLbppTWspIw0whRSwFHp0mGPvUd6Mp9c+lLNCsrI1voOe2xjjDFtM1QvUEwZF0mjkHwq2nHma6z1cgPFTOcWzrKI1fg11GGPbUxb2GCT6ZQyNMgyyrmRCyxhJlukb4fHcKixyF8X6imhlO5a2+ExGGOMubLuWstKSulKHUXkcUC6dXgMr0gfFjOToVxgmV25NsaYhDJAqyihjCAeCingjGR1eAylMojHmcJkTjGXdXg13OExGNMcG2wynY5fQyxiNWM4SzHTWS83uBbLPunBPPLoTQ0rKKOLXbk2xhjXZWs9xZTTl2rmk8se6elaLBulP8uZwWjOs4RVduXaGGMSQB+tZiWleAkzmwKOS45rsfxNhvFNbiOPYzzIRkTVtViMcbLBJtOpeDXMPNYxmVM8zhRKZZDbIbFderOQWQymkmWUkWlF/owxxjUZGmQ55QzlAouZySvSx+2QKJeBfJUpTOQ081lrV66NMcZF3bWWEkrJoZ4i8jnUjosLtdUf5CZ+yDjexCG+xEtgA04mAdhgk+k0RJWH2EAux/gmt/E3GeZ2SE1ekn48wgxGUsESVpNmV66NMabD+TXEElYxivMsZwYbpb/bITX5hwzl60xkJscpZD0e+yJhjDEdrovWU0IZvalhLnnskx5uh9Tk1zKaXzGKf2c/n2WrDTgZ19lgk+kcVPkSL/FGDvNDxvEHucntiC6zRgZQwlRu5TQLWYPPrlwbY0yH8WqY+axlIqf5KlMol4Fuh3SZP8sIvsd47uQI97HJvkgYY0wHytQAyyhjEJUsZBY7pLfbIV3mR4zj94zgfezlo+x0OxzTyfncDsCYdqfKZ9nKv7OfXzGKX8totyNq1vMyhEwNcj+bKWIdy3Q6YbExYWOMaU8eVQpZz0yO83Um8g8Z6nZIzfpfGUWWBvgou6jGx3d0Aoi4HZYxxqS0NA2xhNWMpILFzOQl6ed2SFcmwrf1NjIJ8gl2UK0+ficj3Y7KdFI22GRS3kfZyfvYy+8ZwY8Y53Y4rfqr3EimBvkcW6lhE4/pFNS+SBhjTLsQVe5jE3dyhO8znj/LCLdDatVPGUsWQd7LPmrw81PGuh2SMcakLJ+GWcgabuU0K5jGGhngdkgtUhEe18lkEuTzbKVGfTwrN7odlumEbLDJpLT36h4+wQ6eYyjf5rakufr7/2QkmdpwRaIGH9/S25ImdmOMSRqqfI4t3MUBfsFofiuj3I6obTxentKJZGqIj7KTavXxv8kSuzHGJBGPhiliHdM4weNM4nkZ4nZIbRIWD8U6nXRWcx+bqVVf0sRuUocNNpmU9Xbdz+fYSikDeZzJSTc76BeMIYsA72MvNfj4EePdDskYY1LKJ9jOe9jH77gp+WYHifAEk8nQIJ/lFWrUlxSzsowxJlmIKg+wiQKO8hS3Jt3soKB4WKIzWUY5hWygVn0JPyvLpBYrBmNS0hv0EF9mM+voTzFJWvdIhO9xK3/mRj7Ebj6ou9yOyBhjUsb7dTcfZRfPMoynSM66R2HxUMJU1nADX+Yl3qQH3Q7JGGNSgyr/zcu8hYP8lFuStu5RvXhZwCz20IOHWcskPel2SKYTScJv4Ma0bJYeZTYb2EofljCTYDIONL1OhCeZyD8Ywn+yjXfpPrcjMsaYpPcOfZX/4hWeZzBPMDnxB5rEE705hH1+HvHmsln68SAbyNOjLgVpjDGp49Ns4128ym8ZyS8Y43Y416VG/Mwlj8N0YRGrGatn3A7JdBJJ/C3cmMtN0pPMYx176MECZlEvXrdDum4qwqNMoZwB3MvLvFUPuB2SMcYkrTfpQb7ES6zhBkqYSjjRB5raICBeFnly2UUv5rKWKXrC7ZCMMSZpfUh38iF28ydu5PuMT/wLEm1QJWnMIZ8zZLKMcm7W826HZDoBG2wyKWOsnmExqzlMF+aSR4343Q4pbsLiYTnT2Ug/7mcjBXrE7ZCMMSbp5OkRHmQDm+nLUmYQSuaZrzFqxc88cjlANxaxmvF62u2QjDEm6fyH7uXTbOcfDOEbTEyJgabXVUgGhRRQSRrFlDFUL7gdkklxqfNXlunUbtbzLKOc02Qyh3yqJM3tkOIuIF4WMZMd9GpYFUOPux2SMcYkjal6nLmsYxe9WMgsAikw8zXWJUmjiHxOkM1SVjFSz7kdkjHGJI236mv8N1soZwCPMiXpFhdqi9OSxWwKCOKhhDJu0Cq3QzIpzAabTNIbqhcopoxK0iikgArJcDukdlMnPh4mj/10ZyFrmKCn3A7JGGMS3q16moWs4QDdmEcutXLti/GK13vF7bK6Ss1t8eY4tyctjcr0LhSlvZGLpFNMOcO42D6Pa4wxKaRAD3M/m9hIP5Yn6+JCbSBeLyd83ZjjvQMfYVZSSh+tdjssk6JS83+R6TRu0CpKKCOIh9kUcFqy3A6p3VWLnznkcZQclrKKMXrW7ZCMMSZhjdJzLGUVJ8imiHwupeDM11hnJYvZcjv1eCnRUgZqpdshGWNMwpqmxyliPTvoxSJmpuTM11gHpRtF5NOFekoopbvWuh2SSUE22GSSVh+tZiWl+AhTSD7HJcftkDpMpaQzh3zOkcEyyrlRK9wOyRhjEs4wvcByyrhAOoUUcEHS3Q6pw5yQHArldjwoK/VFu3JtjDFXMEFPsZA17Kc7D5NH3XXMfE02e6UH88ijDzWsoIwcrXc7JJNibLDJJKXuWksJpXShniLyOSjd3A6pw52TTGZTQA0+VlDGILtybYwxTQZqJSWUUo+X2RRwVjLb3DY2Rc6Tlta0iXPz+Zs2j98XtYlHrri1a4qdz9e0ebt24Wi3gczLeRtZBHmUUnp66htS/owxxjBGz7KUVRwlhznkUX2tiwt1ZOp0HHnS0tiZPoDF/gIGU8lyyskklPBxm+RhnySTdLpoPSsoow81zCOPvdLD7ZBcc0qymU0BACWU0k8vuRyRMca4r69eYiWleFAKKeCEZLsdkmte9fVmfs5b6EktK0Iv0kXr3A7JGGNcN0IrWEY55xoXF6rsRDNfY2323MByXx4jOc8SLSdNg26HZFKEDTaZpJKpAZZRxmAqWcgstktvt0Ny3VHpQiH5ZBBkJaX00hq3QzLGGNf01BpWUkYWQeaQzyHp6nZIrtvp68dCTx4DqWR56EWyNOB2SMYY45rBepFiyqjBx2zyOXcVM19T1RrvIEpkGrdymgW6Bp+G3Q7JpAAbbDJJI01DLGE1I6ngEWawWfq5HVLCeE26M5d8ulPHCsroaleujTGdUBdt+B3YkxrmksernXjma6yXPf1Y6sllBBUsZRXpduXaGNMJ9ddLlFCGArMp4FQnnvka63kZytdlMtM5zhzW47EBJ3OdOk8FNJPUfBpmIWu4ldOsYBprZIDbISWc3dKT+ZrLcsopppyHuJ1q+y9ujOkksjRAMeUMpIp55LFTel1Ve2ctI09W9MqmkhZZwU6df3wHIgM2GgpFt3Hsa1gjt3ua/+Ndw9dwDbCZLwPSJXrRDO8NfdnIjTx6sSezj/6RRZ71LEq/g7paKwhrjOkcemkNJZSSTpAHuIOj0uXqTuCoZeTxO/7GjqmFp1F9g/MO9wdvovqqmNpM3q5deI7byK718tna9dSKn8e90wmH7OKEuTZxmdkkIm8Tkd0isk9E5lzh/odE5OXGbZuIhESkZ+N9B0Tklcb7NsYjHpNaPBqmiHVM4wRfZxLPyxC3Q0pYW6UPi2UWw7nAMi0nw65cmwRh/YRpT+kaZCmrGEEFS5jBy9LX7ZASVmnXW3gibQZTwseYU19mV65NwrB+wrSnblpHCaV0p4655HOgEy4u1Fa/yxjPzzzjeKu+xufDm0C19UbGXMF1DzaJiBf4FnAXcAvwIRG5xXmMqj6qqrep6m1AEfCiqp5zHHJn4/1Trjcek1pElQfYRAFH+Q638le50e2QEt4GuYHlMoMxnGURq/FrqPVGxrQj6ydMe/JriEWsYSxnWME01tnM11b9zXcT3/ZPIS90mAfZiNgXCeMy6ydMe8rWeoopoz+XmE8uuxvGKE0LfuEZx/96RvMf4b18mm1uh2OSVDxybKYB+1R1P4CI/Bp4F7CjmeM/BPwqDo9rUp0qX+Bl3sJBfsot/D8Z6XZEyUHDlDOAx5jMbDbyMOtYwixC4kmI6bumU7J+wrQLj4aZyzqmcJKvMpkXZfBVtRdfZJlrT06kbofkxNTwyIisUiQBR3HtmtrIfl10Opo6BnCEyKB/S6lyzhQ7Z+pdS6JS9JyDRt7ox6keEalfVZnfhx8wEd3ch//e+Cz1WV35ZrfbQYTg8RNtelxj4sz6CdMuMjTIMlYxjAssIJet0ufqTuBINfNmR1KsY1OVnbSyqmk/XBNZuKfF67/OlLYO+ns9Nv1bHf2b9+bh/EiHkX3i//hQxcvUZnXjt9mTAAiePtMh8ZnkF480uoHAYcfPRxpvu4yIZAFvA/6f42YF/iYim0Tks3GIx6SIT7ON/+BV/peb+QVj3A4n6fxdhvGkTGIWx5itVuTPuMr6CRN3ospDbCSPY3yLCTwnw90OKen8cOKb+G3OJP6tehufvrjaUiWMm6yfMHHn1xCLWc1ozrKc6WyU/m6HlFxE+Fb/t/J8+k186tJ63lFtM5zM1YnHzCa5wm3N/bXyDmBVzJTXXFU9JiJ9gb+LyC5VLb3sQRo6js8CZJAVe7dJMR/UXXyI3fyZ4XyPW0Gu9DEzrfmT3EQWAT6jr1CrXr7GJHstjRusnzDxpcoXeYk3cYgfM5bfy81uR5ScRPhxl5lkhgO879JLVHvS+AVXNzvMmDixfsLElVfDPMxaJnGKlUyhXAa5HVJSCouHx7reSfqFIF+oKqdGfPwfvd0OyySJeMxsOgJRf5kMAo41c+wHiZnyqqrHGv89BTxDwzTay6jq91R1iqpO8ZN+pUNMiniX7uM/2cY/Gcw3bHDkuv1GxvA/jOHtvMY9bLUr18YN1k+Y+FHlM7zCO9jPrxnF/zDa7YiSmwhPdSvgH5mj+ETlOt6te92OyHRO1k+YuPGoMpsNzOI4TzKRv8swt0NKaiHxsqLbm9nsH8R9lS9SoEfcDskkiXjMbNoA3Cwiw4GjNHQAH449SES6AbcDH3Xclg14VLWycf8twJI4xGSS1Fv1APfyMqsYwKNMJWwDTdenMXXux9xCJgHuZi81ksbPveMuy9M2ph1ZP2Hi5iPs5APs4Y+M4IeMu6oLEs4aTQAeZ/2Nnt2b9sPdY2o2OR7DU+Wo0xR0/B4Nxqz+2da44pji7Fxum9q66HCCkQsN5/Ii93X7QBoAxaG78C8N84WyLdTdMJDnet5GaPueuMVmTCusnzDxocqX2cwbOMwPGMefZMTVtZfouRhRdZr6Rmb0OPsJT3V0zT6pDzj2I/e1+Le3G+UuYh5T6+queNjueTcB8LG6YfzkOz+g6LX1VI8fxbreo/E+v6ndwzTJ67pnNqlqELgXeA7YCfxWVbeLyOdE5HOOQ98N/E1VLzlu6weUi8gWYD3wF1X9v+uNySSnAj3C/WxkE31ZxvSGgtYmPkR4ign8nwznY7qd94Z3uR2R6USsnzDx8m7dyyfZwd8Yyje5zWa+xlHY6+GReW9nQ86NfPnYX7m9YrvbIZlOxPoJExeq3MNW3s5r/JLR/EZs5ms81aSn85nPfppXc25g0bZfMuH8frdDMgkuHjObUNW/An+Nue07MT//BPhJzG37gQnxiMEkt2l6nCLWsYNeLGIWAfG6HVLKURGe8EwhIxzknvAWavDyF7nR7bBMJ2H9hLled+lrfIEtlDKQx5iM2kBT3AX9Xh4Z8l6WHvg1Dx35E9XMYK0McDss00lYP2Gu18fZwd3s5Rlu4ieMdTuclFSZmUnhhE/xxEvfY9nWn1KoueySXm6HZRJUXAabjLkeE/QUC1nDfrrzMHnUin0s20sorJToVDII8CU2U+dJ45+e4Wgw0HpjY4xxyZ16iPvYxHr6Ucx0wlcx81W8kYsXkhadRic5kTQIzc5o2g/mpEUd53GkoElt5LGljQNeGlbnD21qE3OCNh4XiUera6LuyjgeWYo7a1ePpv2n3/ibqOO8fxeoDMMHvczfso75N3+El7veSHiTrUJkjElcd+tuPsZOnmUYTzHh6ma+OvoUT1r073/p2qVp35k6F+wSqfnlr49Oo07WSyHOND89eqJpv+uePlHH/e5/fwMns5H/OM/yo2v5Yv7n2Nd9AJnPrOuwWE1ysDwl46oxepalrOIYORSRR7X4W29krktQPCxlJlulLw+G1pEbPtx6I2OMcclMPUYhG9hGb5Ywk6ClWLe/Lh4u/aIPRzJ6sXjfr7il6pDbERljTLP+XV/lHl7heQbxhM187Rj9fOhvB1LtS+Nrq77H4MpTbkdkEpD9xWZcM0IrWEY558igkHwuiq0K0lHqxcsCbwG7pSdFodVM1hOtNzLGmA42UU/yMGvZS3fmk0udzXztMNrDQ9HIj3PG34Wle3/JTXre7ZCMMeYyb9SDfJGXWMMNlDDNFhfqSIP93Jd3D4rwRPn36BdVSs0YG2wyLhmsFymmjBp8zKaAc5LpdkidTq34edh7B4foyiLWME5Pux2SMcY0GatnWMxqjtCFueTbzFcXVPhzmDPy41zyZlBMGUP0otshGWNMk1w9ykNsZAt9WMoMW1zIBYe79OH+vP8iK1jPSkrppTWtNzKdhl0iNB2un16ihDIAZlPAKclupYVpDxoMUIlQRB6PUcojrGK25w3s9fSyGk7GGFfdpOdZRjlnyaSQfColrfVGzXF8+XDWbwLAG7lPPY6aHfXRNZI8gUgdC6lz1OYIOH5X1sf83gw5zuGouRRVvynOouptxCxh7TkdmZnUf21kKe/Jw74cddz+d3y/af8zv/4jAJsODGTGWw9SwmoeGvxhjhw8F9e4jTHmak3RE8xjLbvowQJy47e4kCdmZpQ6avbVRH7P+0KO26tqo5s4fv86fy8nk1BVZJbSDb9/Leq+8Tmfb9of+ZV9XASWbn87iz7/J0r863ho+Ec5v/tIR4VqEpgN/5oO1UtrWEkpGQQpJJ+j0qX1RqZdVUgGc3x3Ukk6xaEXGKYVbodkjOnEhuhFVlBGFWnMpoAKyWi9kWlXl4ZlMHfg+0nTIMVHfkNvrXY7JGNMJzZeT7OQNRykG/NscaGEsHdsPxYNeR/96ytYduDXZKlduDY22GQ6UFetYwVldKeOueTxmnR3OyTT6IxkMdv3BgJ4KQ4+z0CtdDskY0wn1F+rKKGUIB5mU8BpyWq9kekQB9P78PDA99E1XEMJZXTX2tYbGWNMnI3UcyxlFafIoog8Ll3PzFcTV1tzhvLIkPcwrO4UyygnQ4OtNzIpzYaBTYfI0gDFlHEDVcwlj13Sy+2QjIMGAxwnndnk8xgvUEIZD/jfzGnJJlxf73Z4xphOoLdWs5JS0gjzALdzTHLic2J1prPFpLDVRlIdPJWR2Tqeupj6UM4UuZrIIIvWNp8qEZXS5kyd0+gUvfYSDsT8kX+uomk3fVfk5hG/GhB12LiDkfSInLxILb9z/9WbvfTj1Gtd+clT36HYu5rC7LdzyZNO6MKFuMZujDFXMkwvUEw5F0mjkPz4zXx1pjrH/N2rlVVN+xKM/F4VR+q1sy8ACDv7hnZMnW5XjtckdDJ6pbnBP4j0g1VlQyLH9fexqv9ElnX1Mf+VX7HIs46F/jsIiJdwnV2g6IxsZpNpdxkaZBnlDOcCS5jJVunrdkimGYekK0Xkk0OA4sC/6G5F/owxHaC71lJCGV2pp4g8Dkg3t0Myzdg4/EaWZr+JIaEKHrn0HBmWKmGM6QADtZIVlFHfOPP1jM18TVil/cbzuH8Gk8PHmRsow9tBF1lM4rHBJtOu/BpiEasZw1mKmc56ucHtkEwr9kkPHvbfQR+tpjjwPF3UZjYZY9pPjtazgjL6Us3D5LJHerodkmnFJv8gVmTdycjQGRZe+jt+Tc4CuMaY5NBHqymhDC9hCingRLxmvpp28w/vCL7pm8qs8BEeDKzGEzuz2HQKNthk2o1XwzzMWiZziseYQpkMcjsk00Y7PH1Y5L+dQXqRZZSRaVeujTHtIFMDLKOcwVSymJlskz5uh2TaaHXaMB7LKmBC8DjzWWtXro0x7aKH1rKSUrIJMId8DklXt0MybfQn3yh+6LuNN4QP8CU2X57KblKe1Wwy7cKjymw2MIvjfIPb+LsMczuk+HIspd1R9Tc6Uri+nk305BFmsJA1LJU1zE97AzX1VujPGBMfaRpiMasZxXmWMoON0r9dHsdZLyMcU1cj6oqbsxaHN3oJ7ah6TI76Tc7aHpfVbHKhTlNMAFE/RtXfO3uuade/Nfo1GXo8UlOxdn33yHFdHTVNhg0E4J8MJP1MDl8+8hfmyAZWeGYQStb6JMaYhNOlceZrL2qYQz6vSo92f8zYGkvhmkhJCWmmjmlsm6j+IAW+J8T2b6HzkTp9smFH077f7xhaaHzev/XeQpYG+FBoOzX4+K7eCiLtG7BJGDazycSfKl9mM2/gMD9gHH+Um9yOyFyjNTKAlf5ZjNdTPBwoxZcCHaYxxn0+DTOfNUzgNI8yhVUy0O2QzDX6a+/JfM8zgTv0MPeFNyJ25doYEwdZGmA5ZQyikoXMYof0djskc41+4r2VZ7iJu9nLx9jRegOTMmxmk4kvVe5hK2/nNf6H0fxGRrsdkblOL3iHk6FB7g+uo4h1LNPphMXGqY0x18ajSiHrmcEJnmAS/5ShbodkrtPTntFkapCP6XZq8PJtnWBXro0x1yxdgyxlFTdRwWJm8pL0czskcz1EeIoJZBLk4+ykRv08LSPdjsp0ABtsMnH1MXZwN3t5hpv4MWPdDqfdiCfyR3RUXdTYQZi2zAS6ljYdKFxXy18ZTDq1fIEt1Hle4jHfDEIBq+NkjLk6osr9bOIOjvBdxvMXubH9H9S5pHVMHevm0iO0pQF1x/nCgeAVb09Izrgdz1UuRL8ocinymqSfON20n5Ge1uypw2lp/EInkhUI897gTqrx8RPGxSNqY0wn49cQC1jDOM5QzHTWyoCODSDmd7mz34hNJ+u0nP1q0LnfwncDEb6mk8kkyD1spUZ9HfM3gHGVDTaZuLlb9/BxdvJ/DOMp7KpmqnlGbibbE+YToVeoCfr4huVcG2OuhiqfZwtv4wA/ZwxPyyi3IzLxJML3/JPJDNbyEXZRoz6b3WyMuSoeDVPEeqZxkseYzAsy2O2QTByFRVih00gnyJfYTK16bXZzirPBJhMX/6b7uYetvMggvsZk1AYhUtL/eMeRSZD3h3ZSjYcf6jgbcDLGtMkn2c672cfT3MzPuMXtcEx7EOHrTCKDIJ9hGzXqs7qNxpg2EVUeZCP5HOXbTOD/ZLjbIZl2EBQPS3Umj1DOQ2ykRn2strqNKcsGm8x1e6Me5EtsZi39WcE0woky+NDWFeOu4bioVSdaSrdoS22jRE+9cAgHAnxfbyGTOj7Ibmq96fzK15AqEW5mhQ5jjPmA7uIj7OIvDOe7uDgrsqX0iGtZRS2Jfn8357JV9KJW3nOk23na9p6pCCt1KhkE+SIvU6O+1FuR1hgTX6rcy8u8mUP8hFt4Rm52OyLTjurFy0KdRQllzGMd8zWXzVaXKyVZlV9zXXL1KA+xkS30YSkzCVrh6NQnwjeYyD88w/hkaCv/EdzldkTGmAT2Tt3HZ9jGvxjMk0yy2ZCdQEg8PMIMNtOXB9hInh5xOyRjTKJS5T/Zxjt5ld8wkl8yxu2ITAeoET9zyeMwXVjMasbqGbdDMu3ARgbMNZusJ5jLOvbQg4XMol68bodkOoiK8JhvBuWeQXw+tJm3hF51OyRjTAJ6sx7gi7zMam5gJVMTZ+araXcB8bKQWeyiF3NZx1Q97nZIxpgE9GF28UF280du5AeMtwsSnUiVpDGHfE6RxTLKuVnPux2SiTMbbDLXZJyeZhFrOEwX5pJHjfjdDsl0sLB4WOHLZaPcwH3B9RToYbdDMsYkkHw9wgNsZDN9eYQZhGzma6dTKz7mkcsBurGQNdyqp1tvZIzpNN6te/kU2/k7Q/gmE22gqROqkAwKyeciaRRTxlC94HZIJo7sLz9z1UbqOR5hFafIYg75VEnzyyG3O/FEb209zrGJ19u0tXTcNdFwZLve55BgwvX11AVCLNLpbKcXRaxnZtpZPJmZbodmjHHZND1OEevYRS8WMotAMsx8df6+buuW6hzPVUOhNm2xLkkaReRzgmyWsopRes6FJ2KMSTRv1df4AlsoYyBfZYotLtSJnZEsCikgiIcSyhigVW6HZOIkeb7ZmoQwTC9QTDkXSaOQfCokw+2QjMvqxMd8cnnV05OH615kQshSJYzpzG7VUyxgDQfoxjxyqRVbi6SzuyDpFFJABeksp4zhWuF2SMYYF92uh/kKm1hPP4qZRjiJLraa9nFccphNAV7CrKSUPlrtdkgmDux/tmmzgVrJCsoI4KGQAs5IltshmQRRLX7mpb+Ro9KVxXUvMEbPuh2SMcYFo/UsS1nNCbIpIp9Lbs58NQnlrGQymwLq8FFCGQO10u2QjDEumKHHmMN6ttGbJcxMjpmvpkMckq4UkU8O9ZRQSnetdTskc51ssMm0SR+tpoQyvISZTQHHJcftkBrEpjQ0l47WQtqDc/p/VEpdC8Qjbdsc53Pe3lI815TWlwBpeBdqwxRqHufIYDnl3JxZhzcnQT4nxph2N1wrWEY5FTTMYrkg6W6HZBLMScmmkHwAVlJKX73kckTGmI40UU8yn7XsozvzyaXOZr6aGPukB/PIozc1lFBGF613OyRzHWywybSqu9ayklJyqKeIfA5JV7dDMgnqvGQwm3yqJY3lNX9nUKjC7ZCMMR1gkFZSQhl1+JhNAWfFareZKzssXZlDPpkEWUkpPbXG7ZCMMR1gjJ5lMas5Sg5zyaPaFhcyzdguvVnILAZRyTLKyNSA2yGZa2SDTaZFXbSeEsroRQ1zyWOf9HA7JJPgTkk2c7LeShgorvkb/e3KtTEpra9eooRSAArJ56RkuxyRSXT7pTvzyKMntaygjK5a53ZIxph2NELPs5xyzpFJIQVU2sxX04qXpB+PMIORVLCUVaTp5QtQmMRng02mWZkaYBllDKKShcxih/R2OySTJI55ujI3862ka4iVlNLLrlwbk5J6ag0rKSWTIHPI57DNfDVttFN6sYBcBlJFMeVk2ZVrY1LSEL3ICsqoxsds8jlviwuZNlojAyhhKuM5w0LW4OsMq8CmGBtsMleUrkGWsoqRVPAIM3hJ+rkbUDN1i6JqIsXURYqqkeRscy31lmK2tsTWUv2klmpDaVibtuiHiXlO0Y0SainuUFUVr9b4KSKXbtSxUsrokSF4Mi21xphU0VXrWEEZPallHnnsl+5uh2SSzMvSl8XM5EYqeIRy0jXodkjGmDjq3zjzNYwwmwJO2cxXc5WelyE8wSSmcYIi1uFJkO86pm1ssMlcxqdhFrCW8ZyhhKmskQFuh2SS1B7pyYL0N9BPL7G89h9kW5E/Y1JClgYoppyBVDGfXHZKL7dDMklqvdxAMdO4hbMsYg1+S5UwJiX0apz5mkaYQgo4Kl3cDskkqWflRp7iVgo4ygNsQlRbb2QSgg02mSgeDVPEOqZxgieYxPMyxO2QTJJ7xduPJem3M1Qv8Ejdv8iwK9fGJLUMDfII5dxIBYuZyRbp63ZIJsmVymC+xhSmcJK5duXamKTXTetYSSldqaOIPA5IN7dDMknudzKSn3ILb+Eg/83LYANOScEGm0wTUeUBNlHAUZ7iVp6VG9vpgVpPM7uMI03MmUrmTDmL3aIe0pG2Fnuc+PxNW1R7Z2qahqNT6Rxt2pqK19zzbjEVsIV0uzal7l1Dil+8hWtqWF/fk+VMY1T4NEs8a0nPSLOUOmOSkF9DLGI1t3CWYqaxXm5wOySTIp6TYXyT28jjGA+x0a5cG5OksrWeFZTRl2rmk8se6el2SCZF/IIx/JaRvItX+TTb3A7HtIENNpkGqtzLy7yFg/yUW/idjHQ7IpNiymUQX2UqE8MnmFdfiteuXBuTVLwaZi7rmMwpvsYUSmWw2yGZFPMHuYkfMZY3cYgv8pJduTYmyWRokGWUM5QLLGYmr0gft0MyqUSE7zOeP3EjH2I3H9KdbkdkWuFzOwCTAFT5T7bxTl7lt4zkF4xxOyKTov4hQ8nyCV8MrOeh+lWs0MmERVpvaIxxlajyIBvJ4xjf5Daek2Fuh2RS1K9kDJka5EPspgYf39fxYP2EMQnPryGWsIrRnOcRZrBR+rsdkklFInxDJ5JJkE+znRr18Xu52e2oTDNssMnwYXbxQXbzJ27k+9gfdaZ9/dk/ikyCfCawmRqEr+kk+8wZk8hU+RIv8SYO8SPG8ge5ye2ITIr7EePIJMj72UMNPn7BLW6HZIxpgVfDzGctEzlNCVMpl4Fuh2RSmIrwqE4hgyD/zRZq1MdzMtztsMwVxCWNTkTeJiK7RWSfiMy5wv13iMgFEXm5cVvQ1ramff2H7uVTbOcfDOEbTOyYL/3OWkht1dZ6Ry3VOGrk8fuiNg2FmjZnvSRPVlbU1qa4W6iR1GzNp5i4m6s7ddlDNVPnKdGFa2r4TfBGfsFo3s5rfN67HU9autthmXZm/USSUuWzbOXf2c+vGMWvxGa+mg4gwre5jecYyifYwXt0j9sRmQ5g/URy8qhSyHpmcpyvM5F/yFC3QzKdQFg8LGc6G+nH/WyiQA+7HZK5guue2SQiXuBbwJuBI8AGEfmjqu6IObRMVf/9GtuadvBWfY3/ZgvlDOBRpqA2u8R0oJ8ylmwvvCe0ixr8/IRRbodk2on1E8nro+zkfezl94zgR4xzOxzTiagIj+tkMgnyebZSo772W7jEuM76ieQkqtzHJu7kCN9jPH+WEW6HZDqRgHhZpDMppowi1lOnXtbJALfDMg7xmNk0DdinqvtVtR74NfCuDmhrrkOBHuZ+NrGBfixnOuEOXJ3MGABE+I5vMs96R/CR0Cu8T3e7HZFpP9ZPJKH36h4+wQ6eYyjf5jZLdzUdLiweipnOevpzH5u5Uw+5HZJpP9ZPJBtVPscW7uIAv2A0/yt20dB0vDrx8TB57Kc7C1jLBD3ldkjGIR4jDAMB57y1I423xZopIltE5FkRGXuVbRGRz4rIRhHZGKAuDmF3XtP1GEWsZzu9WcxMAtJ8yllcxKaUtXRfcylozaWJOVPbWkhvaynNTNL8TRteb9PmTK/TUAh8vsjm9TRtkp7etOGR5jdnG+djxnCm+IlzaylNsLl0Pcfzvuy5N/eetPS+xFm4vo4nQrfxPIP4LK/wTt8hPJmZcX8c4zrrJ5LMXbqfz7GVUgbyOJNt5qtxTVA8Data0ZtCNjBTj7kdkmkf1k8kmU+wnfewj99xEz9lbOsNjGkn1eJnDnkcJYelrGKMnnU7JNMoHt8er/QXaGyxmc3AUFWdAHwD+P1VtG24UfV7qjpFVaf4sfou1+o2PcUC1rKf7swnlzqxGvHGXWERSpjGWs9AvhhYzxuD+90OycSf9RNJ5E49xH1sZh39KbaZryYB1IuX+eSyh+48zFom6km3QzLxZ/1EEnm/7uaj7OJZhvEUE2zmq3FdpaQzh3zOkckyyhmhFW6HZIjPYNMRYLDj50FA1GUnVb2oqlWN+38F/CLSuy1tTfyM0bMsYRVHyWEOeVTL5bNqjHFDSDw8kn47L3n680D9avL0qNshmfiyfiJJzNRjFLKBV+jNEmYStIEmkyBqxM888jlMFxazmrF6xu2QTHxZP5Ek/l1f5b94hecZzBNMtoEmkzDOSSazyacGH8WUMVgvuh1SpxePvyI3ADeLyHARSQM+CPzReYCI9Bdp+E0kItMaH/dsW9qa+BihFSynnHNkMod8KsWu5pjEEhAvi9LvYLenN3NZyxQ94XZIJn6sn0gCk/QkD7OWPY0zX+vbO8XamKtUKWnMIZ8zjVeub9Lzbodk4sf6iSTwJj3Il3mJNdxACVMJ20CTSTCnJJvZFKBACWX010tuh9SpXfdgk6oGgXuB54CdwG9VdbuIfE5EPtd42N3ANhHZAjwJfFAbXLHt9cZkog3WixRTRjU+ZpPPOengmjixdZWaqwHkOKattYZi6xg5ayGJL7I56y05ayxJenp0++Zu93oRvz+yeTxNG35f03bZuX2+pi3qqQaDTZuzllNDPae0pg2RyOasGeXzRb9GzdVyihH1mrZQ66qtx8VTuKaG6togc8MzOejpwULWMCGjCm9OTrs+rml/1k8kvrF6hkWs5jBdmEc+NTbz1SSoCsmgkAIqSWMFZQyxK9cpwfqJxJenR3mQDWymL0uZQchmvpoEdVS6UEgB6QQpoZReWuN2SJ2WqF4xpTmhdZWeOl3e6HYYSaG/XuJxXsBLmK9wB0eli9shNV9o2jGY0eKgiaP9ZQNRzkGdkGNwxOto09K5nfeFQtH3eTxXvs9Z5Dsc8//JcZw62zj/38VcFRLH42i4hQGeYNDZKNImGGi+jYPGPj9nDI7XoaXj2kvPLB+P1jxLr3A1RVlvZWdNRofHkKz+oU9vUtUpbsfhNusn2u5mPc+jvMg5MvgKd1Ah9v/NJL4BWsXjvADA/dzBcbELE21l/UQD6yfaboqeYAmr2ENP5pBPrdV8NUlglJ5jJaWcJpMHuIMLltnTZvHqJ2xIOoX10hpWUko6QQopSIyBJmPa4IIng6LMt3BR0nmk+u8M0wtuh2RMShqqFyimjErSKKTABppM0jgmORSSj48wKymlt1a7HZIxKWm8nmYRqzlAN+aRawNNJmnslp7MJ5f+XKKYMrK13u2QOh0bbEpR3bSOEkrpRh1zyeeAdOvYAFpIdYs6LDZV7fVjnKl24olKiYtK8fJ6ozdVx+ZIy3Oe2+OJ2pxpa+L3NW2XnduZ6paV2bQR1qbtsueSkR7ZnGl4LaTrRb+MjnS9WFHP2/FcnemDLb1FLbzebXlf21OoqopT1cpszaceoYQyBqUH8GR2cAqoMSnsBq2ihDKCeCikgNOS5XZIxlyVg9KNIvLpQj0llNFda90OyZiUMlLPsZRVnCCbIvK5JGluh2TMVdkqfVjELIZxgWWsIkODrTcycWODTSkoW+sppoz+XGI+ueyWnm6HZMw1OSHZFFKAB6Wk7u/0CVuRP2PioY9Ws5JSfIQpJJ9jloJkktRe6cE88uhLNSsoI8euXBsTF8MaZ75eJJ1CCiwFySStjdKf5UxnNGdZzGr82vElQjorG2xKMRkaZBmrGMYFFjGLrdLH7ZCMuS6HpCtzM95ElgYoqfs7PezKtTHXpbvWUkIpXainiHwOdvTMV2PibLv0ZiGzGEwlyyknU9tWu9AYc2UDtZISSqnHy2wKONvRiwsZE2flMojHmMIkTjGftXjbeeEj08AGm1KIX0MsZjWjOctyprNR+rsdkjFx8aqnJw+nv5GeWtPwJVnr3A7JmKSUo/WsoIw+1DCPPPZKD7dDMiYuNks/ljGdkZxnCatJsyvXxlyTvnqJlZTiQSmkgBOS7XZIxsTF32UYTzKRmRxnNhvwJOFCacnGKrylCK+Gmc9aJnGKEqZSLoPid3JnfZ6WRoGbOU7DLYxpNnO+y1aMcx7nXI0uPWZKr3PlNOc5/JGP+mXnvlI9JEAyWyiU62gTdb7YcwUiV1fFuVKeY3W8lmb8S3okN14rq5qNT2uvPPgiGv1cNXa1vNeP84SbP6659z+2blM7XiEI19SwnRwWMpNHWEWxZzVz0t9EVa19mTCmrTI1wHLKGUwl88llu/R2OyRj4mq1DGSlTqWQ9SxgDYt0FkFbnt2YNuupNaykjCyCPEgBh6Sr2yEZE1d/khFkaYDPsI1afHxNJ122MriJH+uBU4BHlUI2MJPjPMlE/iFD3Q7JmHbxkvTjkbQCRoTPsaTuedKtyJ8xbZKmIZawmpGc5xFmsFn6uR2SMe3iXzKErzOJ6ZxgDuvtyrUxbdRF61hBGT2pYS55vGozX02K+o2M5peM5u28xj1sbVhYyrQLG2xKdqp8mc3cyWF+wDj+JCPcjsiYdrXON5iVabmMDZ9iIWusyJ8xrfBpmAWs4VZOs5KprJEBbodkTLv6q9zId7mV2znC/WxC7IuEMS3K0gDFlDOQKhaQy07p5XZIxrSrnzCWZ7iJu9nLx9nhdjgpy9Lokpkqn2MLb+c1fslofiOj2+lxmkmPaimNypnq5omZmtjclHZn6l0oegBB0vyRfWfaWsxxUeltjjb4Hfuxf3Q6j3PGFgw2f5yTM55ACzNtnM0d0zUvS+tz3Ke1kWLYnszo4oxaF0mdc55DnXHHvNbOdLnmUupiOd+/qHEdlwrrhWtqeJ7+pDOZB9jEXM9GlvnzCYuHcJ0VDzfGyaNh5rCe6Zzga0ziXzLE7ZCM6RBPy0gyNcDH2UkNPr6tEyxVwpgrSNcgS1nFCCpYxExelr5uh2RM+xPhKZ1ABkE+xk6q1cfTMsrtqFKODTYlsU+wg/eyj2e4iZ8w1u1wjOlQ/yfDyfIKnw9u5IHAGr7qn+V2SMYkFFHlK2zido7wXW7lr3Kj2yEZ06F+zi1kEeRu9lKDjx8zzu2QjEkofg2xkDWM5QzFTGedzXw1nYiK8IROJoMg9/AKterjz5YlFFc22JSk3qe7+Sg7eZZhPIVdrTOd0+99o8kkwCeDW6gJ+nlSx9v/BWMAVPkCL/NWDvIzxvC0jHQ7ImM6ngjf1VvJIMiH2UW1+tpvFrgxScajYeayjqmc5KtM5kUZ7HZIxnS4sAglOo0MQnyRl6hRH/+0+sdxY4NNSejf9VU+yys8zyCeYDJqX65NJ/Yr7ziyNMD7QzuoBn5gA07G8Gm28R+8ytPczM+5xe1wjHGPCN/QSWQSbFh9SH38QW5yOypjXCWqPMhG8jjGt5jAczLc7ZCMcU1IPCzVGSyjnIfYSK36WCUD3Q4rJdhgU5J5kx7ky7zEGm6ghGmEO/pLtbMGUGzNnubqNMXWDXLWKIo6zrEfij63pKVdOZzYOkrO45y1mQKByH5WVnSbsKMQkd8RmzemtpTf8d+ludpM6dHxaGZ6JFZnPLX1jphjnkN9JFZxxup8DoD4Ivdp7ZXrNxFTDspZC0uc98XWyHLcF1U/q43vf0fVc3q9RtP3dQwZ1PEB9lDjzeBXvnGE6+tbaW1Mavqg7uJD7ObPDOe73GqDr6bTC4vwqE4lgxD38jI16uNvMsztsIxxhypf5CXezCF+zFh+Lze7HZExrguIlwWaSwmlzGMtCzSXjdLf7bCSnq1Gl0Ry9SgPspGX6MNSZhBqrtC2MZ2NCN/kNv7uGc4nQ1t5d3CX2xEZ44p36T7+k238k8F8g0k20GRMo5B4WMZ0NtGXr7CRAj3idkjGdDxVPsMrvIP9/JpR/A+WVmrM62rFxzzyOEg3FrKG8Xra7ZCSno1WJIkpeoJ5rGUXPVhALgHxtt7ImE5ERXjcN50yz2A+F9rM2/Q1t0MypkO9RQ9wLy+zigE8ytSOn/lqTIILiJdFzGInvShiHdP0uNshGdOhPsJOPsAe/sgIfsg4uyBhTIwqSaOIPE6RxVJWMVLPuR1SUrM0uiQwXk+zkDUcpBvzyKNWOuBta27WVFvTo5pLqYNmU+fE43hMf3RqWXRqmOO4zIzocwcdKV8+R5uMSDqbZsak5DnT2xzxqD9mQM/51DMd8Tnjdp4LkKCjUY0jrSsm3S6K83zO1LmMnOjjqmsi+87XxPmHQ8xrLwHH8ws6UgFj32/H+yy+SKzqTE1roY0bKXUAwUCQ5TqVxdRzP5uo86bzoneYpdSZlFegR/gKG9lEX5Yx3Wa+GtOMWvExT/N4lBdZwBrmah5bbal30wm8W/fySXbwN4byTW6zgSZjmlEhGRRqPo/zAsWU84DezgHp5nZYScn+Gk1wI/UcS1nFKbIoIo9LcuXaRcaYBkHxsISZbJO+zA6uYXrIUiVMapumxyliHTvoxSJm2cxXY1pRLX6KyOc4OSxlNaP1rNshGdOu7tLX+AJbKGUgj9niQsa06oxkMZsC6vGwgjIGaqXbISUlG2xKYMP0AsWUc5E0CsmnQjJab2SMoU58LPTfzqvSg4eD5UzUk26HZEy7uFVPsYA17Kc7D3fUzFdjUsBFSWcO+ZwnneWUM1wr3A7JmHZxhx7mPjaxnn4UM52wzXw1pk1OSA6FFOAlTAll9NFqt0NKOvZXaYIaqJWUUEo9HmZTwBnJar1RPDWX+tRSelxbhSOpZpLm+Ag6UtDEF/PR9DVzpT72OMdqdJruc+y3kLYWjjxXdcQTlQIHiCPtLOw4XzgtEpsnEN0m7Difx+fo3EPR6XZOnku1kR+caYLOtDmIek2kiyPFzrmSX0z6mPNRnavjaaiFNDNnSp3jPddwTMqgI9Ux6r6W0u3aUVVAKdJcHuNFlrCaIt8b2OHpYyl1JmWM1rMsZTXHyaGIPKqlhd9zxpjLnJVMCrWAx3mBEsr4it7BEenidljGxM0MPUYh69lGb5Ywk6ANNBlzVQ5JV+ZoPl+llJWU8hW9g/M2AaTN7DdOAuqj1aykFA9KIQWckJzWGxljLlMp6RQ2DtYuDbzAiLAV+TOp4UatYDnlnKdhdsZFSW+9kTHmMiclm0IKACihlH56yeWIjImPiXqS+axlH92ZTy51NvPVmGvyqvRgHrn0ooYVlNFF7cJ1W9lgU4LpobU8SilZBJlDPoekq9shGZPUzksGc/xv4BJ+lgeeZ4hedDskY67LIK1kBWXU4KOQAs5KptshGZPUjkgX5pBPJkFKKKWn1rTeyJgEdoueYTGrOUIX5pJvM1+NuU47pDcLmcUgKllOGVkaaL2RscGmRNJF6xr+yKGGeeTyqvRwOyRjUsJpyWaO/w2EEUoopb9WuR2SMdekn16ihFIACingpGS7HJExqWG/dGcuefSgjhLK6Kp1bodkzDW5Sc+zjFWcJZNC8qm0xYWMiYuXpB9LmcHNVLCUVaRrsPVGnZzNp0wQWRpgOeUMpIqHyWWH9HY3oGZyulus0+Ss5+Rv4aPlXAHD42iT3kJnmOFIEXHWJIqp5aSO86mzhpDjMdUf/dzU66jT5KilFOoSHU/YH8nPVcdTUOdr4o1+fXyXIr+E1Be5z1nbKRwTD87aTs66UdnRaTKeC44idY76SwQcNZ+80a+Ps04T6Y7HiVmVRB31qQiFHMc5a3bF1F6K+sw42sTWaHIe10H1m8L19Rwhg0LyeYwXWUkZX/G+ibOShQbtyoRJDr20hpWUkkmQB7ndassYE2e7pBfzdRbLKaeYMh7S221GiEkqQ/QixZRxCT+zKbDFhYyJs7UygBKdyhzWs4A1LFJbBbglNrMpAaRrkKWs4iYqWMoMXpJ+bodkTEo6IN0o8t5BV+ooCT5Pd61tvZExCaCr1rGCMrpTx1zy2C/d3Q7JmJS0VfqyhJkM5wLLKCfDrlybJNFfqyihlFDj4kKnO3pxIWM6iedlCE8wmWmcpIj1eDro4nkyssEml/k1xALWMI4zlDCNtTLA7ZCMSWl7Pb2Y772dvlxiefB5sq3In0lwWRqgmDJuoIr5zGKX9HI7JGNS2nq5gRVMZwxnWcRq/BpqvZExLurduLhQGmHmkM8xW1zImHb1rAzn20wgn6M8yMbo7BHTxNLoXOTRMEWsZxoneYzJvCCD3Q7puoi3bVMIJc2RnuZIQdP6SDrTZSl1jjaa7vjYxvzH1ozIcaHMyHFhvyO2mCHW+i6ONLqwOvZj4g5d+ZdIfbfIuf1V0Y0COY5zO5s7H6eZ88beJ4Hocztfh6hzBBzPNS3mdbxYGdl3pPxJZsw065rIjB91xup8izUm9c55nPN9Dce84C6P/mswwCv0YDEzWcxqlrOKOZ7bqRU/GrIvFCaxZGiQZZQznAssYhZbpa/bIRnTKZTKIDJ0Cg+xkXmsY6nOIGTLxpsE1F1rG+qMUc9sCjgg3dwOySSLln6n2WydVj0jN5OlAT7JDmrw8w297bLSJJ2d9ZouEVUeZCP5HOXbTOD/ZLjbIRnTqWyU/ixnOqM4x+JwuV25NgnHryEWsZoxnKWY6ayXG9wOyZhO5W8yjG9yG7kc4yE24LEr1ybB5Gg9KyijL9U8TC57pKfbIRnTqfySMfyGkbyTV/lPtl02EaKzs8EmN6hyLy/xZg7xE27hGbnZ7YiM6ZRWyUC+6pnGRD3F/PBqvHYVxyQIr4aZxzomc4rHmEKZDHI7JGM6pT/ITfyQcbyRw3yJzfZFwiSMTA2wjHIGU8liZrJN+rgdkjGdjwg/YDx/5EY+yG4+zC63I0oolkbX0VT5DK/wTvbzG0byS8a4HZExndo/PcPIJMiXwpsoZD0rdDphmwJrXORR5SE2kMsxvsFt/F2GuR2SMZ3ar2U0WRrgQ+ymBh/f1VstVcK4yq8hFrOaUZxnKTPYKP3dDsmYzkuEb+pEMgnyKbZToz6bTNLIBps62IfZxQfYwx+5kR8wvuP/WGkmN9dZYwei6+94/JGPibOmjcTWA4o6oaMekCfmMR2PFVXnKcdRNyjmddGMyNLD6jif+mPqRDnqEAWzHHE7n5835tyO8EIZkR889dFXL8NpkfuC6ZFz+C9FjqvtGR2Px7GIjbfOWQ/K8foGoh+nLjM9cu6LkRN4iV4RJ5QWWWXEU+uod+V87WvqotqQETk3QUfaWDD63FHvs/P9D7SwKo9jVpD4HEtFBwMxB0ZeI+fnzK3ccA2F+BPDyaCez/IKdeLna56phMM2y8m4QJUvsZk3cpgfMI4/yk1uR2SMAX7EODIIcTd7uYSfX3CL2yGZTsqrYeazlgmcZiVTWSUD3Q7JJKuYv72j6+86/l63mqatUhG+qlPIIMQX2EK1+njOyuTYYFNHerfu5VNs5+8M4ZtMtKtixiSQ/5VRZBHio7qDmrCPb9uVa9PRVLmHrfwbr/ErRvEbGe12RMaY14nwlE4giwCfYAc16uP/yUi3ozKdjEeVQtYzk+M8wST+KUPdDskY0ygsHop1Gums5itsolZ9vJjkC4BdLxts6iBv09f4AlsoYyBfZQpqX2KNSTg/84wjKxzkPbqHS3j5KePcDsl0Ih9jB3ezl2e4iR/ZZ8+YhKMiPN545fpzbKVGffxVbnQ7LNNJiCr3sYk7OcJ3Gc9f7LNnTMIJiJclOpPllDOH9dSpl7UywO2wXGODTR3gDj3M/WxiPf0oZhrhjlw6N/axnNMl2xhHVKpTSw+V7kjRchTQlPQW0u18jo+go72mxaTHOQty+iJxh3L8UYcFsx3nc8TtTIGLFU6LDPyFHPvOVDmAsC/yc9jxsIGcyO0am9VX6/ihS+Q4Z4pe5tnoqanOxwl0cUxh9TU/QJlWF0lvC2dHXkdvMGbaq9fxXlysiuz7on8VeHKyI4/rTLFzppZpdDzOqbctpttFfe5Czdweo4NS7DQc5ikdTwYBPsouakjjt6/PLrHi4aYd3a17+Dg7eY6hPMUEm1VnTIIKi7BCp5FOkC+zmVr18S8Z4nZYJtWp8nm2cBcH+DljeFpGuR2RSUHO73zRKXWWRnc16sTHfM1lJaXMZy0Pay4vST+3w3KFrUbXzmboMQpZzzZ6s4SZBMTbeiNjjHtE+DqT+BdD+C/dyjt0n9sRmRT3b7qfe9jKiwzicZv5akzCC4qHpcxkC32YzQZm6VG3QzIp7pNs593s42lu5mdWL8yYhFctforI4yg5LGY1Y/Ss2yG5Ii6DTSLyNhHZLSL7RGTOFe7/iIhsbdxWi8gEx30HROQVEXlZRDbGI55EMVFPMp+17KM788mlTmwimTHJICzCSpnGagbwJd3Mm/SA2yElPesnruyNepAvsZm19GcF02wlRGOSRL14Wcgs9tCDeaxjkp50O6SkZ/3ElX1Ad/ERdvEXhvNdrJ6kMcmiUtIppIBzZLKcckboebdD6nDXPdgkIl7gW8BdwC3Ah0Qkdsj9NeB2Vb0VWAp8L+b+O1X1NlWdcr3xJIoxepbFrOYoOcwlj2rxt97IGJMwQuLhEZnJZvryoG4gT4+4HVLSsn7iynL1KA+xkS30YSkzCXZkirUx5rrViJ+55HGYLixmNWP1jNshJS3rJ67snbqPz7CNfzGYJ5lkA03GJJnzksFs8qnGxwrKGKIX3Q6pQ8Vjqs00YJ+q7gcQkV8D7wJ2vH6Aqq52HL8WGBSHx01YI/Q8yynnLJkUUkClpLfeyG0xX3Kay/aLWtI+tsNzLIspGenNH+es4ZQW2Y+q0+SJjifkqEOk/sh96o2pGxSI1NWp6ROJVR2nC2ZGt3HWWQpmOm5v4XtfKOPKx/mqo48LOl4Gv+M+Z22o2BfbV+OoNeV8rp7ouD2hyHHB7Mhz9VY76jdlRX/2xFlLy/HaEwhEB+54z8T52fA7XtP6+ug2zS2L2kLdMHE8p6jaYIlQH0nDBBAWMosVlDGXdSxULxvkBrcjS0bWT8SYrCeYyzr20IOFzKLeUqyNSUpVksYczedxXmAZ5Tykt7NXergdVjKyfiLGm/UAX+RlVnMDK5lqM19N+3P8/a3BBPhbPEWckmxmawGP8wIllHK/3skJyW69YQqIx2XUgcBhx89HGm9rzn8Czzp+VuBvIrJJRD7bXCMR+ayIbBSRjQHqrivg9jREL7KCMqrxMZsCzktG642MMQmrVnzMI5cDdGMha7hVT7sdUjKyfsJhrJ5hEWs4TBfmkkeNzXw1JqlVSEbDxUXSKKaMoXrB7ZCSkfUTDvl6hAfYyGb68ggzCNnMV2OS2lHpQiEFpBFmJaX00hq3Q+oQ8fjNdaVh9isuXyYid9LQORQ6bs5V1Uk0TJv9bxEpuFJbVf2eqk5R1Sl+EnOmUH+tooRSwgizKeC0ZLkdkjEmDi5JGkXkc4JslrKKUXrO7ZCSjfUTjW7W8yyjnFNkMYd8qqSF1TqNMUnjtGQxmwKCeCihjAFa1Xoj42T9RKNpepwi1rGLXixkli0uZEyKOCDdKCKPrtSxklK6aeIOeMdLPNLojgCDHT8PAo7FHiQitwI/AO5SjZRjV9Vjjf+eEpFnaJhGWxqHuDpUL61hJWWkEeYBbueodOnYAJxXPFpKQWrjlZFm05sct0tMqltU6puzjT+mk/REftaMK6flhdOjr/SHMyJtQumR/WBWdAzBDHEcxxXVd43+WRwvV13PyL63Nvo4Z7qdOv4kCmVGnmsgJ7qN/5Lj9XI8Tktpff6qyM+eSEYcaZ7ov7m8dY6UuOzIf2VP0JGGlxGTolfhGEVPb2E2hSPdjqAjPc4bCVzSo19gZ1qdM10vNr0uHLji347RWki9c8sFSadQC/gaL7Ccch7kDl6T7gkRWxKwfgIYqhcopoyLpFFIPhU289WYlHJccqJSJb6id9iFx7azfgK4VU+zgDUcoBvzyKXWFhcyJqXskZ7M11yWU84KynhQC7iUwhce4zGzaQNws4gMF5E04IPAH50HiMgQ4HfAx1R1j+P2bJGGURkRyQbeAmyLQ0wdqrvWspJSulJHEXkckG5uh2SMaQdnJZPZFFCHlxJ9kYFa6XZIyaLT9xMDtIoSygjioZACztgXUGNS0iHpyhzy6UI9JZTSXWtbb2TA+glG6TmWsooTZFNEfkp/ATWmM3tF+rCYmQzlAssoJ0ODrTdKUtc92KSqQeBe4DlgJ/BbVd0uIp8Tkc81HrYA6AV8O2ZJ0n5AuYhsAdYDf1HV/7vemDpSttZTTDl9qWY+ueyRnq03MsYkrROSTaHcDsBKfZG+esnliBJfZ+8n+mg1KynFR5jZFHBcclpvZIxJWvukB/PIozc1rKCMLlrfeqNOrrP3E8O1guWUUUHDUukXkmFxIWPMNdso/VnODEZzniWswq/NLLSU5ES1DSktCaar9NTp8ka3wyBDg5RQys2cZwG5bJT+7gXTXBpdW9PmvNHpVs2l0Ynf12wbHD+LzzHtNz3myoxzBbocRxpJC2l0oZzIz21No4tNT3tdbc+YFezimEanMQ/pTKPzOco3RK10F9vGcVxUGl1V82l0vurIL6i0C5GV5WJX1HOm0UnA8UutLmY1OudKc3WRfXV+tsLR8UStTtdiGt01jN4nWqqaeBih53lUX+AiaXyFOzgnma236wD/0Kc3pdKyz9cqUfqJ7lrL47xAT2p5kNvZZ6tUGdNpTNSTPMIqXqUbhRQkzGIA1k80SJR+YqBW8jVeIIiH+7mDk51klSpjDLxJD1LIBtZwA4uZmTCLAcSrn7BE4Gvk1xBLWMUozvMIM9wdaILmv4zH3u74ADsHlC4/LvIHkScj8jHR5pa3h6h6PpcNMDV3XMhRXyg70sY5uASg3kistb2a/9iGHM0CWY7BK8ftoZgyKdH3OQZJYkaOnINNwWzngJ7zoOhz1zoGoqRX5HZfVeQ18MRc8BTHS+wcCJNwdDzO5+ocVfI5BriIWSZX0xyDhc7BJl9sXa0rX1GTYGSgSOuiA3fW8NIWBpQ8jgHLNg88tbUmWUfRMK/SjXnkUUIZKyjjAe6kksT4ImESQxetp4QyelNDEfk20GRMJ/OS9OMRncFC1rCE1czTPOqt2LNx6KuXWNlYWqqQfBtoMqaT+YcMJVODfImXKGQ9K3Q6YbnyhIlklBhDZ0nGq2Hms5aJnOarTKFcWlqZ1RiTqnZKLxZILgOpolhLydJA641Mp5CpAZZRxiAqWcgstktvt0MyxrhgjQyghKncymkWsgZfIlwwMQmhp9awklIyCTKHfA5L19YbGWNSzp9kBN9nPHdyhPvYFL3QUpKzwaar5FGlkPXM5DhfZyL/kKFuh2SMcdHL0o/FMosRVLCUVaSncJE/0zbpGmQpqxhJBY8wg5ekn9shGWNc9LwM4QkmMY0TFLEOjw04dXpdtY4VlNGTWuaRx37p7nZIxhgX/VZG8QtGcxcH+BxbokuSJDFLo7sKosp9bOJOjvA9xvNnGeF2SBFtrNkUlTrXxpxQDUfOJ456S5IWkzLkSKOKSt/KjM5bC2c7fvY52nid9Zaip5mHMhzpf45aQXVdo59DwLHAU9AxE9mZAhfoElNryPG/IJQdSS0L9Y7+Y1CDzrRDxx2Omz3p0WmGWut84Eisge6R4zKPRj/XgOPClrfOca6W6lA7Xu/a3pH3KP1C9MBHOCPynqnjtfdU1kUdJ84UOUfaG8E2DqQ4P2fh6PdIg9cw+yeR/zDXMOvpTzHTmMt6FrGGBeQREG9ix23ahU/DLGAt4znDCqaxRga4HZIxJgE8KzeSqUE+z1Zq2cRXdQqaQqkSpu2yNEAx5QykinnksdNZZ8EY02n9lLFkEeQ97KMaPz9lrNshXTcbbGorVT7HFu7iAL9gDP8ro9yOyBiTQEplMJmEeVA3MFfXspSZ2FBT5+LRMEWsYxoneJxJPC9D3A7JGJNAficjydIgn2AHNfj4pt52WW1Fk9oyNMgjlHMjFSxkFi9LX7dDMsYkChGe0glkEuSj7KRafUk/5mCDTW30CbbzHvbx/7iJn3KL2+EYYxLQczKcDILcqy/xkG5gJXblurMQVR5gEwUc5Slu5Vm50e2QjDEJ6BeMIYsA72Mv1fj4EePdDsl0EL+GWMRqbuEsy5nOernB7ZCMMYlGhCd0MhmE+CyvUKO+xMqmuko22NQG79fdfJRdPMswvsMEuwpljGnWH+Rmsgjwad1GDV6e1In2OyPVqfLfvMxbOMhPuYXfyUi3IzLGJCoRvqe3kkmID7GbGvXxKxnjdlSmnXk1zFzWMZlTfJUplMpgt0MyxiSosAglOpUMgnyZl6hVX9LWibbBpla8Q1/lv3iF5xnME0xO2S+NUbWcALzOGlCRAkVaH6nlI76Yj4+zNE96pG5QbIEzcdSACmalRw5z1Gxy7gOEfZGfA1mR/VB61GFRdZpCmZH9+p6RGkkSiD63do/UEErPiuyHAtG1lHw5kXpFA7pfaNo/eynyoLV1MXWsMiJt6qsd96mjxtKo6BpGnpORJxX2R46TmHJJ3jpnjavIfvqFyOsbjnkdJS3yJnlDkeM0I/q9lKCj9lTIse94L2NrdqnzdY1qE5NM5qgVFrUCtOM4DccUxWuuvlii1URqjOdXOoosAnyQ3dTg4/s6PmV/dxj4NNt4F6/yW0byC+xLozGmFSI8qRPJIMin2U61+vmD3OR2VKadiCoPspE8jvFNbuM5GeZ2SMaYBBcSD0t1Bo+wigfZQK36KJeBbod11Ww1uha8SQ/yJV5iDTdQwlTC9mXRGNMWIvyQcfyBEbyfPXyUnW5HZNrJh3QnH2I3f+JGvo8NKhpj2kZFeJQplDOAe3mZt+oBt0My7UGVL/ISb+IQP2KsDSoaY9osIF4WMotd9GIua5miJ9wO6arZYFMz8vQID7KBzfRlKTMItXHlNmOMAUCEb3Ebf2Mon2AH79E9bkdk4uw/dC+fZjv/YAjfwNIljTFXJyweljOdjfTjfjZSoEfcDsnEkyr/xSu8g/38ilGWLmmMuWq14mMeuRykG4tYzXg97XZIV8XS6K5gqh5nLuvYRS8WMqthCfNE50wnamlgzHlfVApSzHN0pFhJhiNXzZke5Y15HGfqnDdyPk1v/mMmIb3ifmwanTNNrL6LY79b9PnU8TQCXRzPIehI0esWk4/mSGlzpscFtfnXsWtaXdN+mjfympy+lBN1XHVt5DXp0/ti0/6lusjt1Rcyo9qEsiNxe89EnlAoIzoGCTl/iOwGHel1gZzo91XrHClsjtfbE5Pq2FwaJc7UyWDM6+hMxXR+6Y75PIr/yul2GqJtEi11rgUqwmM6mQwalruuUZ8Vjk4Rb9XX+G+2UM4AHrVC8MaYaxQQL4t0JsWUUcQ6atVrhaNTxEfZyfvZw+8ZwY8Y53Y4xpgkdUnSmKP5PM4LLGUVs7WAPdLT7bDaxKbrxLhVT7OQNRygG/PIpVZsPM4Yc+3C4qGY6aynP/exmTv1kNshmetUoIe5n01spB/LmU7YZr4aY65Dnfh4mDz2052FrGGCnnI7JHOd3qN7+AQ7eI6hfJvbbOarMea6XJB0ZlPARdIppoxheqH1RgnA/kJ2GKnnWMIqTpBNEflckrTWGxljTCuC4mExM3mF3hSygZl6zO2QzDWarscoYj076MUiZibHzFdjTMKrFj9zyOMoOSxlFWP0rNshmWt0l+7n82yllIE8zmSb+WqMiYuzkslsCqjHSwmlDNRKt0NqlQ02NRqmFyimjIukU0gBFyS99UbGGNNG9eJlPrnsoTsPs5aJetLtkMxVuk1PsYC17Kc7D5NHnc18NcbEUaWkM4d8zpHBMsoZoRVuh2Su0p16iPvYzHr6U2wzX40xcXZCsimkAA/KSkrpq5fcDqlF9pcyMFArKaGUOnzMpoCzktl6oyQh3hauujs7wNjOMLYe0+uHZWZc8XYgqs6Ts06TpkV/zMKOn4PZjuMcF36qe0fH7XHUFwo5J5zFlBoKZjvqPvkc++mR2HK61US16Z4V+fl8TeS9z/RH1yRK80V+7pke+Y8dDEdiHdklumjbkZruTftVgUjgOemRmk+H6vzRj9O1tmm/2pcVuf10zH9Xx+vldTylUHrzV9AkeOUaWaGs6Bg8NYHID9mRGKTS8QvNE/MZuVQdOc4fOZ+G6qKPc9ZpCjveQMdnMHayiIbaWtApsdWIn3maz6O8yGJWU6T5bJfebodl2mCMnmUJqzhKDnPIo1r8rTcyxpirdE4yma0FfI0XKKaMB/R2DktXt8MybTBTj1HIBl6hN4uZSdAGmowx7eCQdGWO5vNVSllJGffrHZyXFr6ju6jT/xbsq5dYSSkCFJLPCcl2OyRjTAqrlDTmkM8ZMllGOTfpebdDMq0YoRUso5xzZDKHfCpt5qsxph2dkmxmUwBACWX0T/Ar1wYm6UkeZi176M58cqm3FGtjTDt6VXowlzx6UkMJpXTRutYbuaBTDzb11BpWUkYWQYrItytHxpgOUSEZFFJAJWmsoIwherH1RsYVg/UixZRRg4/Z5HMuhWa+GmMS11HpQiH5pBOkhFJ6aU3rjYwrxuoZFrGaw3RhHvnU2MxXY0wH2Cm9WEAuA6mimHKyNNB6ow7WadPoumgdKyijJzUUUsCr0t3tkNpH7DLxzlQlf/Nvf1T6nTSzpH1aTAF135XPpz5PzM+RczjTugLdI+299dH5cbU9HW0cd4VjJhiE0h13OtLo0rtFRnt93uiUrJy0yH03dTsTaeOJTqPr7o+kiXXzRf7o80vkfPtrolOiRnWJ1OVZfXp4pI0n0uaGXtGrCRw92aNpX9IixwVzol9HqYz87KuK3K6Oty7sj06pq+0ZudOZRufch+j3zBNwvF5pjj+ggtGvj2RFvoSHKyLPSdKi/+jS+sgvQvE4Ui8dKXWpkjbXktOSRaEW8DgvsJJS7tc7OC45bodlHPrrJUooQ4HZFHDKZr4aYzrQa9KduZrPSkopoZQH9A6rKZpgbtLzLKOcM00zX21xIWNMx3lZ+rJEZ7CINSxlFXM1sWqKdsqZTVkaoJhyBlLFAnLZKb3cDskY0wkdkxzmkI+fMCsppbdWt97IdIhe2jAtOZ0ghRRwVLq4HZIxphPaLT2ZTy79uUQxZQl55bqzGqIXWUEZlaRRSAEVCVozxRiT2tbJAFYwjbGcYSFr8GviXLTvdINN6RpkKasYQQVLmMHL0tftkIwxndgB6UYReXShnhLK6K61rTcy7aqb1lFCKd2pYy75HJBubodkjOnEtkofFjOTYVxgGeVkaLD1RqZd3aBVrKSUIB4KKeC0ZLXeyBhj2smLMpivMZmpnGQu6/DEZje5JHHmWHUAv4ZYxBrGcoZiprNOBrgd0vVpyyoXscc4P3iOtKXYVCccaXRR6XYas/ybkyeSsqWO9hqzsp3z51DWlQsoBrKj07+8jppnAccEg/reMX9wpUWeX0bXSKMeOZEZI70zowttZngj5+jqi3zRH5xx7oqxAQxPP9W0v71mUNN+L3/0uW9Iq2jaf1O/+qb912ois+leuxg9s65Pr8qm/arayHTs6pqYVf38kfeitk/k9cqMZO5R2zP6tc84H3l9wo50Rn9dzAi442PiXE1Qgo7jgjFt6iLPz+NYwU5rYgZPPM731vE5w3E+jVlRz/E5jhqsT5BfpNdrj/TkYc2lmHJWUMaDejtVNhXfFdlaTzFl9OcSc8lnt/R0OyRjjGGD3MBync7DrGURq5mvuQSsCLUrems1KynFR5gHuJ1jlgJvjEkAz8lwsjTIF9jCg2zkUZ2KSvOrlHeETjOzyaNh5rKOKZzka0zmRRnsdkjGGNNkm/RhETMZTCXLKSfTUiU6XIYGWcYqhnGBxcxkq/RxOyRjjGlSLoN4jClM5hQPsxZvilxwSSbdtZYSyuhCPUXkc9BmvhpjEsgzcjM/Zixv5hBf5KWWJ4p0gE4x2CSqPMhG8jjGt5jAczK89UbGGNPBNkl/ljGdkZxnMatJS6Cc61Tn1xCLWc1ozrKc6WyQG9wOyRhjLvN3GcaTTGQWx5nNBjwuf5HoTHK0nhWU0Zdq5pHHXunReiNjjOlg/8NofsNI3sF+PsMrrg44pf5gkypf5CXezCF+zFh+Lze7HZExxjRrtQxkJVOZwGnmswafXblud14NM5+1TOIUjzGFchnUeiNjjHHJn2QEP2Acb+AwX2az61euO4NMDbCccgZTyUJmsV16t97IGGPcIMIPGM8fGcEH2MNH2OlaKKlds0mVz/AK72A/v2YU/8NotyO6Pi3VX3LcJ87aSTFLyHui6i85C/PE/KHiWNZetZnaTrFtHHWanMOYnrroukqhjEgM6jgukO14DjETOmr7OI9znLs6ul6Bs46RM7qeGZGaTTl+RwEo4MasM037PRw1l25OPxl13MVQZJWRylBm0/607Feb9kMa/R6dC0Xy+P2OJ9XNF4mnPhz93/BoVWRKdn0o8vyqJfr1DmZFfvZfvHI+bmzpI3XWS3LsBjOjX0dvteN51Dvev7DjM+OP+fXh/LnW8Rp7Y2pKOM/h/JyFm/9jOfZznOr+JUPI0CD3s5lC1lOs0wm7nHOdqjyqFLKBmRznSSbydxnmdkjGGNOq38hoMjXIR9hFNT6+q7eC9RPtIk1DLGE1IznPEmawWfq5HZIxxrRMhG/qbWQQ5JPsoFr9POPCpJuUHmz6CDv5AHv4AyP4IeOsEzbGJI2/yo1kaZB72EotPh7Xya4X+Us5qnyZzdzJYX7AOP4kI9yOyBhj2uwnjCWLIHezlxp8/IyxboeUcnwaZgFruJXTlDCN1TLQ7ZCMMaZNVITHdDIZNBQNr1Ufz3ZwOaGUHWx6t+7lk+zgbwzlW9xmA03GmKTztIwkUwN8nJ3U4OPbOsF+l8WLKvewlbfzGr9kNL+RJJ/5aozpfER4SieQSZCPsZNq9fG0jHI7qpTh0TBzWM90TvA1JvEvGeJ2SMYYc1XC4qFYp5PBKu5jEzXq44UOXCgtJQeb7tLX+AJbKGUgj5HCswFi0+queEj0c3emKokj7Sk2TUnS0694XNQXXW/zjy/BSKpUON0fdV84LdLOmToXTI+c2xOKSakKO1IDvZH7Ql2jU/QyutU27af7I/dVByMxjO9+LKrNxaAjJS5nf9N+T09V1HH1GkkHG+uPnCPguP1sODuqzRuyXmvaf7kukgu4tuqmpv3aUPTrEwhHzuf3RN4XyYp+rnIm8h6FMiKvSTAr8lpJTLmfqCw/52cj5rhgTlokhrOOVdGcn4XY1LaayGuvdfWOQKM/g5IWObeGIg8sHmcQMal3zhRCR/pnZ6if/XNuibpy/WPGuR1SSvg4O7ibvTzDTfzEZgMYY5KUivC1xivX9/AKterjzzZL87qJKl9hE7dzhO9yK3+VG90OyRhjrklQPCzRmSynnELWU6te1sqADnnslCsQfqce4j42sZ5+FDOdcBsGZIwxJmGJ8F1u5S8M58Ps4gO6y+2Ikt7dupuPsZNnGcZT2GwxY0xyC4tQwjTW0p8v8hJv1INuh5TcVPk8W3grB/kZY3haRrodkTHGXJc68TGfXPbRnfmsZaKebL1RHKTUSMxMPUYhG9hGb5Ywk6ANNBljUoEITzKJfzKYz7CNd+k+tyNKWv+ur3IPr/A8g3gilWe+GmM6laB4WMpMttCHh9hIrh51O6Sk9Sm282728TQ383NucTscY4yJi2rxM5d8jtCFxazmFj3TeqPrlDKjMRP1JA+zlr10Zz651ElKZggaYzqpsAiPMpVVDOBeXuYtesDtkJLOG/UgX+Ql1nADJUyzFf6MMSmlXrwsIJfd9GAu65isJ9wOKel8QHfxYXbxZ4bzXWyFP2NMaqmUNOaQz1kyWcYqbtLz7fp4KTEiM1bPsJjVHKELc8mnWvytN0pGGlNYp5mZWy0tIe9Jc9TCcdTccdZoir1PHbV9JCPD8fgx9aAc51ZPJLZwZszHTCPxeesi+x5H3aHantHnDjke1lsbuS+6ihGEQ44aUI4YemdUN+37JbrQz5jsSP2l2nDks5PmjT5umP9sJB7HOO1QX13kXDHnPh6KxOqs7dQ37WLT/n5P76g2vTMvNe0fqezWtO9Ljz53oEeklpL/uKMOkuMt9gSI4qyL5dxPq4/5bDk53+dgC0WSvJEHFp+jHlh9fdRhGox91xpvd9aAiv1sx372r/a4FBESD8t0OktZxVfYSK36KJVBboeVFHL1KA+xkS304RFmELKZr8aYFFQrPuZpHo9SyiLWUKR5bJM+rTc0vEv38Rm28U8G8w0m2UCTMSYlnZcMZmsBX+MFiinjAb2DQ9K1XR4r6f/avknPs4xyzpJJIflUSlrrjYwxJkkFxMsiZrGTXsxhHdP0uNshJbwpeoJ5rGU3PVhALvXibb2RMcYkqSpJo4g8TpHFI6xipJ5zO6SE9xY9wL28zCoG8ChTbearMSalnZYsCsknjFBCKf21qvVG1yCpB5uG6EWKKaOKNGZTQIVktN7IGGOSXK34mEcer9GNBazhVj3ldkgJa7yeZiFrOEg35pFHraVYG2M6gQrJoJB8LpJGMeUM0wtuh5SwCvQIX2Ejm+jLMqbbzFdjTKdwVLpQSAFphFlJKb21uvVGVykuv01F5G0isltE9onInCvcLyLyZOP9W0VkUlvbNqe/VlFCKSE8zKaA05IVj6eSEsQjkc3rjdo0FGraWuT1Nm2Snt60EQxGNtWoTUKRLZzpb9qct0tIUa80bYFsT9MW9knTJmGiNk8gsoXTtWmTkERtHm+4aRva83zTdq4us2mrCqVHbQH1Nm39fReatgwJRm19PHVN28Q0X9PW25vVtB0MhaO2ENK07avr37Sdqu/atA3MvBC1VQf9TVv0+6pRG0LTFk7Tpk1CRDaN3pxtnNQjUZsnEG7aEIlsPm9kixUON22qkc35WcLrjTqf+H2Rzedv2tBw9Caepk3D2rR1ZtXip4h8jpPDUlYzWs+23shFbvQTI/UcS1nFKbIoIo8qm/lqjOlEzkgWsymgHg8rKGOgVrodUovc6Cem6XGKWMdOerGIWQRs5qsxphM5IN0oIo+u1FNCGd21Nq7nv+7BJhHxAt8C7gJuAT4kIrFLN9wF3Ny4fRZ46iraXsZHiJWUkkaYOeRzTHKu92kYY0zSuSjpzCGf86SzjHKGa4XbIV2RG/1EOkGKKeciaRSSbzNfjTGd0gnJoZACvIQpoYw+7XDlOh7c6CeyCLCANey3ma/GmE5sj/TkYXLpSzUrKCNH61tv1EbxmNk0DdinqvtVtR74NfCumGPeBfxMG6wFuovIDW1se5lBVNGVeorI44B0a+1wY4xJWWclk0IKqMVHCaVuh9OcDu8nBlJFfePM1zM289UY04kdkq4UkU8O9TzKi26H05wO7ycGUMVxcihK5cWFjDGmDbZJHxYzk8FUsiKO3yfiMdg0EDjs+PlI421tOaYtbS+TRphFzGSP9LymgI0xJpWclGzmkE/WZeszJowO7ye8KHPI54TNfDXGGPZJDxYwk/5cav1gd3R4PwHCHPK4KOmtH2qMMSluo/TncSYzkoq4nTMe80WvtFxDbDGV5o5pS9uGE4h8loYps0wG3sM+XtE+nbuIn2OZd/Fd3xUZrQ9E/SzZzXw0MltIRQlEvuhKMBJbOCM6/10cq9P7aiJvd9hxmISiPxriKDEVdoaWHl17yiOR81XUZjbtD+lS0bTfw9f8FPIDgd5N+8P8Z6Lu80vkDzSPY5x2byBSvT+s0c+1WiPvy/D0SBHnan/kD5sj9dGDpl3T6pr2axx1m85Wd4k6zlMReSHU8d8g5PibSWP/hzn/d7Ww0ooEI6+rOo7TjEjNG09NTE6vLxKPhCNvstbHHKeOIJznbqGOmPM+8bStTaeiyrvZRzrh1o91hyv9xLvZxxNqy1cbY4xXw7yHV0ngikSu9BNv5SD/w5irCNMYY1JTpgZ4J68SRmjmV+hVi8dIzRFgsOPnQcCxNh7TlrYAqOr3VHWKqk45SRYzOU4h6/Fo5y4SbIzp5FT5DK/wDvbza0a5HU1zOryfOEcG/8Zr3MPW6AFOY4zpZDyqPMQGcjnGk0x0O5zmdHg/cZE0PsV23q17rzt4Y4xJZmkaYjGrGcV5ljIjbueNx2DTBuBmERkuImnAB4E/xhzzR+DjjatIzAAuqOrxNra9zAXS+S7juZMj3McmxL5IGGM6qY+wkw+whz8ygh8yzu1wmtPh/cQZMniGm7ibvXyMHfF9NsYYkyxU+RKbeSOH+QHj+JOMcDui5nR4P3GSLEoZyBfYwtv0tfg+G2OMSRI+DTOfNUzgNI8yhVXShizktp77ek+gqkERuRd4DvACP1LV7SLyucb7vwP8FXg7sA+oBj7VUtu2PO7TMoosDfIxdlKLj2/rhM6XKuFIIYxKM/I6JklrTFqNM+3QeVzsaxdypEHVRdK6xJm2lBa9jLjmRFK+PLWRKvahrJjivI7BQXEsX6+O9KjYCdHa3Ce1OvqOOn8k7vSukSV+X7sQSVUbnHU+qk1PXyQNLuBIg8vyRFfi7+eNBOVMnbuokdehj6cuqs3Wmsh/1nOhSO2YqlAkHfFUfXR6XLUjda4uEHl+aVnRqY71jjFW33FH7pzjLZaYcVhfneMGbWYfmv2/5Hxf8cRMxr9U47ivhf+LztS5oCP10vF51GDz6WAadqbheWLvbP5xU9C7dS+fZAd/Yyjf5LaG1zYBx97d6SeEp5hAJkE+zk5q1M/TMrIdnp0xxiQoVe5hK//Ga/yS0fxGRrsdUbPc6CcUoZjpZLCK+9lErfp4QQa31swYY1KGR5VC1jODEzzBJP4pQ+N6/ris8amqf6WhA3De9h3HvgL/3da2bfUzbiGLAO9lH9X4+EniXtU3xpi4uktf4wtsoZSBPMbkqNpaiciNfkJF+JpOJoMg97CVGvXxF7nxak9jjDFJ6WPs4G728gw38RPGuh1Oq9zoJ4LiYYnOZDnlFLKeWvWyVgZc7WmMMSbpiCr3s4k7OMJ3Gd8ufyMnd3VtEb7DBP7KcD7CLj6gu9yOyBhj2t2deoj72MR6+lHMdMKdeaGEVoRFKGEaa+nPl9jMG/SQ2yEZY0y7u1v38HF28izDeIpOOPv/KtSJj/nkso/uzGctE/Wk2yEZY0z7UuXzbOFtHODnjOFpaZ+6r8n/DUWErzOJfzGYz7CNd+o+tyMyxph2M1OPUcgGttGbJcwkaANNrQqKh6XMZAt9mM0GZulRt0Myxph282+6n3vYygsM4okkmPmaCKrFz1zyOUoOi1nNLXqm9UbGGJOkPsl23s0+nuZmfsYt7fY4cUmjc1tYhJU6lQyCfJGXqVEff5dhbofVsaJq1Thq34SjC7h40hz3BSL1cjzZMXWVvJEvsFE1oJo5BkAcdXY0LfLR8gSjYwg7QlVnmSbH7V5H+R+AcKTkEp5I2Ggw+g+ocH0k1qBG4uuVdalp3yehqDYH6vo07d+Ycapp/7SjxhJAZThSM2mwL1IPar+jfYW3KqpNnUbqL92WEZlR8fS5qU37AY1+HbunRZ78nuN9m/b9/ui4vacitaKcr136uch+zKnxBCLvhfN9ia3t5PzDNOoVbukP1gxH3ahAoNnDxOOoNRZwvpmdq97StZioJ3mYteylO/PJpU5S4ld4h6gXLws0lxJKmcc65msum6Wf22EZY0xcvVEP8iU2s5b+lDCNsA00tVmlpFGoBTzOCyxjFQ9pAfukh9thGWNMXH1Ad/ERdvEXhvNdbm3Xma8pc0k8JB4eYQab6csDbCRfj7gdkjHGxM0teobFrOYIXZhLPtXib72RiVIrPuaRxyG6spjVjLUr18aYFJKrR3mIjWyhD0tt5us1OS8ZzKaAS/gppowhetHtkIwxJm7eqfv4DNv4J4N5kkntnmKdUr1QQLwsZBa76EUR65iqx90OyRhjrttNep5lrOIsmRSST6Wktd7IXFGVpFFEHqfIYhnl3KznW29kjDEJbrKeYC7r2E0PFpBLvTQzK9206rRkUUg+YYQSSumvVa03MsaYBPdmPcAXeZlVDOBRpnbIzNeUy8GoFR/zNJdHKWUha5ir+WyVPq03THaOq1caiqRbXZYC50hVilpqPibtSbzpjvscy9OnO77kagtrrDvuC6dFj2mGfY4ULUfmVHP7AL7qyH7axUj7yuHRMTjT6s5fiqQGpnsjz2F3ZXTqzJTuB5v2zwS6NO2PTj8Wddy66hFN+xnZkWL0XRw5f7vrbohqk+Wpb9rfXDOsab9XWuQPl91V0fGcqI7EkJNd27R/sSI61VHSHGlw9ZHnHXJks3lridLca68xv2s89UGuyJn25olpFJUf6XhfYn6RafDK59D66DRBJ3EeF2r+uFQ0RC9STBmX8DObAiokw+2Qkl6FZFCo+TzOCxRTxgN6Owelm9thGWPMNRmnp1nEGg7RlXnkUWsp1tftqHShUAt4jBdZSSlf0Ts4I1mtNzTGmASUr0d4gI1soi/LmE6og2a+ptTMptddkjSKyOcE2SxlFaP0XOuNjDEmwfTXKkooJYSH2RRw2v7QjZszkkUhBQTxUEIZA+zKtTEmCY3UczzCKk6RRRF5VNnM17g5IN0oIo+u1FNCGd21tvVGxhiTYKbpcYpYxy56sYhZBDpw5mtKDjYBXJB0CimggnSWU8ZwrXA7JGOMabPeWs1KSkkjzBzyOSY5rTcyV+W45DCbAryEWUkpfbS69UbGGJMghuoFllPORdIoJN9mvraDPdKTh8mlL9UUU0621rfeyBhjEsSteooFrOEA3ZhHbofPfE3ZwSaAs5LJbAqow0cJZQzUytYbGWOMy7prLSWU0ZV6isjjgKV4tZtD0pUi8smhnhJK7cq1MSYpDNAqSigj0Djz1VK82s826cNiZjKEiyynnAxtptSAMcYkkNF6lqWs5gTZFJHPJRdmvqZ8UvdJyaZQ85tyru/XOzgl2W6HFR/N1V8K6xWPafgxMr4YNYMuGNNxhiMfRvE38zEJxLTxRX7WnMjVNV9l9FUgCUbOp/7I43jrI3HX9Wi+YFnAMcHDdyl6vDTkeOrVlZHiRYcDkaVrxw+ILhz/8oXBTfv14ciLMioj+rjzgcjn5nCgV9P+2VAkoOpwelSbA3WRemEeIu/F6fpIG19MgaqQRp7TxQuOPx4ron9BOOs0eeoitzvrNHkdtwP4qx2fGceL5a2LjiGcHnmPvJcc71/IcVxMnS9nbaY211Vy1nNy5A5LTD2oZs8Xm28c83lPRjlazwrK6Es1ReSxR3q6HVLK2yc9mKt5rKCMEsp4UG+3IuzGmITVp3Hmq5cwD3AHJ2zma7vbKP1ZrtOZz1qWsIp5mtehqSjGGHM1hmsFyyingoZsrwuS3nqjdpDSM5ted1i6Mod8MgmyklJ6ak3rjYwxpoNlaoBllDOYShYzk22dYXGDBLFDerOQWQyikmWUkamB1hsZY0wHa5j5Wko2AeaQzyHp6nZIncYqGcijTGECp5nPWrwpcIHLGJN6BmklJZRRh4/ZFHBWMl2LpVMMNgHsl+7MI4+e1LKCMrpqXeuNjDGmg6RpiMWsZhTnWc50Nkp/t0PqdF6SfjzCDEZSwVJWkaada+VDY0xi66INhap7U8M8cnlVerTeyMTVP2Uo32AiMzlOIevxtLQyszHGdLC+eokSSgEoJJ+TLmd0pXwandNO6cUCzWUZ5RRTzkNaQLX43Q4r/pxXWlp6fs7jvDFTgR1pdc4UJslxfGDDzV/RkbrIrACNObcEHelbtZFzhL2R1Km0i9GdtzrSqkIt1L9UZ/ZVKDKWmp4WeT7Hqpq/Cpjhi8S96dKwqPv8EnkdDtb3btqvDUde426+6ALD1aHIfQerIulQF+ojT6ImEP0enTsbmQ7v8Tte4/ro1DJP8Mqphv5q5zHRr2MgO/Ka+C5Fno+nPvpLtbcqMhgrAcd9Xsf4dEzqHfWOmSChFq72NZcS5/g8tvk7fopcVfRqmPmsYQKnWclUVslAt0PqtNbIAEp0KnNYz0LWsFBnEeyg5WGNMaY5DTNfyxhEJQ+Tyw7p3Xoj0y7+LCPI1CCf5RVq8fE1nYxK8+UfjDGmI/TUGlZSSiZBHuR2DifAzNdO9xf0y9KXxczkRip4xIr8GWNc5lGlkPXM4ARPMol/ylC3Q+r0npchPMFkpnGCItbhSZFBTWNMckrXIEtZxUgqeIQZvCT93A6p0/tfGcUvGMNdHODzbAGb4WSMcVFXrWMFZfSklnnksV+6ux0S0AkHmwDWyw0UM41bOMsiVuO3VAljjAtElfvYxJ0c4buM5y9yo9shmUbPynC+zQQKOMoDbELsi4QxxgU+DbOAtYznDCVMZY0McDsk0+in3ML/4ybezT4+yXa3wzHGdFJZGqCYcgZQxXxy2Sm9Wm/UQTpVGp1TqQwmU0M8yEbmso6lOoNwEqdKRK1A19bn4XO8/bFfpJpZWUycqVLemMdxHlfrOC6r+XicqXMex+povproeIIZkeOyHPXdq2KyjbzOdLu0yONWnous6hbsFh2PM8Uu3RvZrwhELyN88FKkNkLfjKqm/YGZFU37W84NimpTHYykyDnT5c5cjKTKBYPR8Yg38txD1ZE2/rroKdo+x+uQcdZxh2MShq8u+nX01jlTGB2DrLHfo50pkkHHcc4V6GLTKJ2fh/q2zQRp6ypzbV7dLpmo8nm2cBcH+DljeFpGuR2RifGM3Ey2BvgEO6jBxzf1tugVFI0xph15NEwR65jGCR5nMs/LELdDMk4ifEcnkEmIj7CLGvXxGxntdlTGmE4kQ4M8Qjk3UsFCZrFF+rodUpROO9gE8JwMI0OD3MvLPMRGVupUy7k2xnSIT7Kdd7OPp7mZn3GL2+GYZvyCMWQS5P3soRofP2K82yEZYzoBUeWB/8/efYfHVZ7pH/8+o1Fz7wVjMJhiUwwY4yqJsKlkQ0ghhU12SfulkkbAcsEN4yJTUjYJqWxII8mSEMpCSEhCJLnbgGluGAzuvauO5vn9IWGdkSVZtkY6M9L9ua5zeWZOu6dY78x73sJqCtjGD7mMJ+2csCNJY8z4ro8mhxif4yXKPcqjdl7YqUSkE8j0GmazhIvYx3zGs8IGhx3pBJ26sgngETuPLl7NZ3iZcqJ8z6/QlWsRaVMf83V8gnX8H+fwY0bpb04qM+Onfim5xLiR9ZR7lAdtZNipRKQjc+crPM+7eINfcBEP2/lhJ5JmxM1Y5FeRQ4yv8jzlHuVvNizsWCLSgWV4nGks50p2czdjKLYzT75TCDp9ZRPAgzaSXK/7IUGUn/ql+vEnIm3i/f4qn+Ml/sFQvsdo/a1JB2b8t19BLrHaCxMe5c/68ScibeQzvMT1bOL3XMBvUOV2OqixCHf6eO5kMd9iFeUepTRFf/yJSHozd25lFXls5/tczlMpXLmtyqY693PJ8a4S5UT5dbp1awnOlhQY78Zj1QmbRbKy6u/EAjPxRRM/Ch5YZxkZjT+elZuYITieU7RlH62M6uB0942PtwSJYzhVd6vfLutQ4vFigWN4MHe0/njllpOwT1bf+vGXdh+pH0spTmIlQNfMquO391fWj+f02uH6QdgyIoljFVXF6l+HisDtjIz67aoqEl+reHV97sjB+nUNn2ukuvHbFhi/K5L49mOBeJFY/XYWS8ztOfWfEyuvf94ExwaLJY6j5MHPYCTw/jUcbynw+bQMGtUhx2gC3umb+SrPs4TBLOIq4qpoShtuxl0+hhxifIU1lHuUp9StRUSS7EZfy42s51HO5Wfo4mc6qbYMZvlEFlLCNJYzyzNYmYLdWkQkjbnzNZ7jHbzJ/VzMIynebTd9R8RONjN+yOU8xdncxCt8yDeEnUhEOpB838q3WMWzDOBOxlOTxhMSdFZxizCfcaxkIN9kNQW+JexIItKBfMA38hle5m+cxffRsA7pqMKiTGcSm+nJLJYyyveEHUlEOgp3Ps8LvI/XeJAL02JYB/3aCXAz7uVKihnCl3iBa/21sCOJSAcw1ncwleWsoy+zmEh1U026JOVVWwZzmMDL9GMqKxjn28OOJCIdwLv9db7CGko5g7sZowlr0tgxy2Iq+eykK3NZzIW+P+xIItIBfJK1fISN/Jnh3M8lYcdpEXWjayBuERb4OHJYwjd4lgqPpu5Usy1oGWHRzIT7Cd2Tgt2ZahpMVR8JdEcLTHEfyc6uf7yyMvFcOYHuaWXl9bezEjNEquq74nk08GUq8MUq2qAbXVW3+h/nmUfru3JVdW/6y1jm0fp18cB5qjMSf+gfor7rHIFeYjuqE/97RKP1r51Z/YY9u1Qcv71rX88G+9S/djU19c+p6nCgm1p14nONVNTfz6gIvA8N3u7gfaupz5N9uP52tCyxO1qkOtB1rirwfOKJ73/kcOD9qwx0owt2vYw0eO2Dpwocz6tjidu1sMtnk/sENfd/oKl92tko381MlrKZnkxnEhWmP7vprtKizPBJLKKYmSxjmuel3FSzIpI+CnwL32Q1KxnIfMYRV8vXtHfIsin0Ar7NM8ynhFv9al63XmHHEpE09SHfwE28wlOczQ+5PG1avqo0a0TMIsxhAi/Sj0JWMkFXrkXkNFzo+5nLEnbSlankc8yyTr6TpIUyy2QqeWyjG3NZzEjfF3YkEUlD43w7U1nBy/RjDhPU8rUD2We5TKaASqIUUcIQPxJ2JBFJQ9f6a3yJFyhmCPdyZVq1fFVlUxOqLIMZTGIDvbidZYz2XWFHEpE0co4fZD4lHCSbQgo4ZNkn30nSyhGrfW/3k8s8ShnuB8OOJCJp5HLfzUyWsYlezGASlWr52uHstK4Ukg/AIooZ4MdCTiQi6eQaf5Nv8CzLGcSCNGz5ml5p21m5ZTKdfLbQndks4WLfG3YkEUkDQ/wIRZRQSZTJFLDPck++k6SlA5bDZPIpJ8oCShjqh8OOJCJpYKTv4w4Ws41uTCWPMss8+U6SlrZYD6aSTy4xFlFMHy8/+U4i0ulN8O0UspIX6M8dTCCWZhVNoDGbTuqIZTHF87mXZ5hHKbf61bxqvcOOVauJsW+a3AbwwNT1wZbaDaeat0g0cDswrk5V/fg9ltOgpUbwGIF9LNbg2GWBgZG8/nY8t76LUfRI4vg9WTn1x4vl1jcdzGnQc8UDz6lsUOCcwWgNxkjiQP39eG796xU7kvjfo7pnYKypWH2GskOBioR4YrPGWGBsJyrrw1lg/4zyxH2C4zRFKwKPVyVsRvaB+mNnVAe3C7zngdMDRKrr11ngtY8cqUjc0BofSyv4fp04FlNgXYPPU8Jm8WCoxrc7Yf8Wfr5TwQA/xiKKASgkn13WNeRE0tZ2W1cmewH38gxFlHCLv42det9FpAnD/SDzKWU/uRRSwBG1fO3wNlkvpnseRRSzsG4Mp8N630WkCaN9F7ezjA30ZiYTqUrTLtbpVz0WgoOWU/tlgCwWUsJZunItIo3o4+UsophcYkwhny3WI+xI0k62WXcKKSCbGEUU01dXrkWkEUP9MAsooYwok8nngOWcfCfpENZaX2YyiSEcZQGldPFmJkYRkU7rYt/LbJawhe5MJ4/yNG75qsqmFtpjXSikgBgRFlHMYD8adiQRSSE9vJKFlNCHCqaTx2uadabT2Ww9mUY+vaikiGJ6euXJdxKRTmOQH6OIEhyYTAG71QKy03neBjCHCZzLQe6klGyPnXwnEek0zvcDzKOUveQyhXyOpPnkQupGdwq2WzcKPZ97+BeLKOab/jb2WpewY9VqojuRxxPrEy04XX1z3fACXZ080NXJovUfmYbdqCwj0LwvO3C7vEEXrcAxLDPQtawmkCea2FQw2P0r6vXPwRo8v1igRXLO/vrtqhPepgYj+AcOEewL65HEPmjRHfX/2WO9At28At3brLrpLnHB28Hubdagx1hG4PdpZqBO0xu0nowE9ouW1x8wWla/IuNY4nuUcSxw8ED3OM9O/FNgR8rq71Q2vk+w29wJapru3hb8DAa7yyV0r2uuT3IKdp3r4tUsoJQhHGUaeay1vmFHkpCstz7M8EnMp4QFlHCbF2gWQhGhr5dTRDHZ1PAtrmabdQ87koRkhQ1mgY9lGsuZzVJm+kTNQiginO2HWEAJR8iikAIOdoCWr2rZdIresJ5MJZ/uVFFECb284uQ7iUiHleMx7qSUcznIHCawxgaEHUlC9oL1ZzYTGcYh5rGYHF25FunUenpda0cqmUoem61n2JEkZMU2lG8zhjHsYhrLiaTghTQRaT+D/ShFlBAjQiEF7EmVBi2tpMqm07DRejOdPAZQxkJK6OZVJ99JRDqcTK9hNku4iH0sYCwrbHDYkSRFrLJBzGccI9jHHJaQ6U0Pmi8iHVdXr2IBJQykjBlMYoP1CTuSpIinbBjf53Ly2M5trEqYuEVEOo/+XsYiiokSp5B8tlu3sCMljSqbTtPL1o9ZTGQoR5hPKbka5E+kU8nwONNYzpXs5tuModiGhh1JUkypncndXMVodjODZWToyrVIp5LjMeaxmGEcYg4TeNH6hx1JUswjdh73czHv4E2+ynPND1EgIh1OL6+giGK6U8VU8nmjg7V81ZhNrfCsDWSej2Mmy7iDJUz3vNSblrDBj5uGYzjVS7zqHhx/KWFspsCYPRZJPFZw/J2EkYsaTmOfXT9+iR2qH5TIsnodvx2JJI59lHWwvjKvJieQrcF2kYz6+1mH6gvseODxjAZj9tYEusNGgmMueeKxq/rUv5Y5O+szxAMTBHiDlzc4HlNwzKWcvcFzJu4TPF5wXdaBxPcyI9CgLvtg45WdkeoG72tV4+8lDcbfIqPxz7HHAts1eF+94ft8fEW8ye2a3CfFmTu3soo8tvN9LucpGxZ2JElRT9vZ5HqMr/EchaxkoY8lbnbyHUUkrWV6DXNYwgj2cSfjWWWDwo4kKepBRtCFGB9nPeVE+alfmvgdTUQ6pG5exUJK6E85U8hno/UOO1LStaplk5n1MbO/mdnGun9PeIXMbKiZ/dPM1prZy2b29cC62Wa2zcyer1ve25o8YVhiQ1jEVYxiDzNZSlRXrkU6Nne+ynO8gze5n4t5xM4LO1FKUzkBj9lwfsqlXMMWvs6zunIt0sFleJwZLGM0u7mbqyi1M8OOlNI6fTlhxs+5hEcYzkfZwCdZG3YiEWljuV7NfEoZyhFmMZGXrV/YkdpEa7vRTQH+7u7nA3+vu99QDPiWu48ExgNfMbOLAuu/7e6X1y1PtDJPKP5hZ/FdRjOOnUxhhQb5E+mo3Pl/vMh1vMaDXMiDNjLsROlA5QTwB7uQXzOC9/I6X+AFVTiJdFARdwpZyQR28D2u4Gk7O+xI6UDlhBk/4HL+ytncxCt8yDeEnUhE2kiW13AHS7iAA9zJeJ61gWFHajOt7UZ3PfC2utsPAM8AhcEN3H0HsKPu9hEzWwsMAV5p5blTyhN2Ll08xhd4gQoyuMfH4KnQBLa5KeQDIpmJHwWPBbplBY8R6EbV8KdSsFudV9TP0mcNM8QDlXHBLnUV9f3CzLITdsmoDuwT6DqXdSSxG1bmsfrblb3qu4JlHq3fxxt86oPd6oLd4GoazDaZebR+pQXixAKTBViD3mjBbnCRwLpgV7loeeIrGTkcOGdZ/bpILHE7iwfuB/JkVNSfKKHbHOCB98jKA0+8umFfvsABA+fx8sDsiw0/38EucYH33OOJuRPuN/X5TNEK20+ylo+ygT8znPu5JOw46ULlRJ0HuJiuxLiBjZQT5ZdcHHYkEUkmd77Os1zDFn7KpTxmw8NOlC5UTgBuxj1+JTnE+BIvUO5RnrRzw44lIkkU9TgzWcoo9rCQsSy1M8KO1KZa27JpYN0f/7cKgWbn/DazYcAVwPLAwzeb2Qtmdn9jzWbTyUN2Ab9kJO/mDb7EGl25FulAPuQbuIlXeIqz+SGXazyFllM58RYz7uMynmQY/8labvD1YScSkWRx54us4b28zq8ZwR/swrATpROVE3XiFmEB41jBIL7Bs1zjb4YdSUSSJOJxprCCcezku4zmn3ZW2JHa3Ekrm8zsaTN7qZHl+lM5kZl1A/4IfMPd32q7cR8wHLic2qsV9zSz/+fNbJWZraqmsqnNQvcrLuIhzueDvMqneTnsOCKSBNf6a3yJFyhmCPdyZWq0WkwhKidazs34DlfyT87kC7zI+3xT2JFEJAlu4hU+zKv8ifN4QK0WT6ByouViFqmdvZB+tV0yfXvYkUSklcydW1jN1WzlR4ziiU7SavGk3ejc/R1NrTOzXWY22N13mNlgYHcT22VSWzD8xt3/FDj2rsA2PwUebybHT4CfAPSwPqnbZMiMH/socojxH6yjzKP83kaEnUpETtM1/ibf4FlWMIgFjCPewq6pnYnKiVMTN6PIx5JDDV/lOco9yt81rotI2vqIr+eTrOVJhnEfl6nlayNUTpyaKstghk+iiGJuZxm3+ySe68Djuoh0aO58med5N2/wS0byR7sg7ETtprVjNj0K3AQsrPv3kYYbmJkBPwfWuvu9DdYNfqvZLPBB4KVW5kkNZvy3jyaXGJ/jJSo8mjozVgXHwgmOq9NwGvvAuDqWEVgR3KeqwTg/gXGfrKZ+J89I3MwIPBA8T3n9mE0Nf857tP7Y0cP1z8G6ZiVuF/h+59H6O8FxkWqyE78EVvasP1tGZf12lRmJ2wXHXLLAy5V1qH6feLTBPjWNf4+JBoY+ijd4fTKPxRu9nVHZ4D0K5IseC4x3FTinZyX+F48cOhi4Ezhxwy6fwbG5Ap8Ny8ho9PHalY1/nk7YrikpOE7TBN9OISt5kX7MYQIxVTSdDpUTjaixCHN9PPMo5TZWUeFRFtuQsGOJyCl6n2/i87zIPxnKd7hSFU2nR+VEI8otk+mez138izksYarnd9gZq9qDRTMT7id8P03B76DScXyGl/gAm3iI8/kVF518hw6ktb+cFgLvNLONwDvr7mNmZ5jZWzNBTAL+E/i3RqYkXWRmL5rZC8A1wDdbmSdlxM24i6tYzBnczPO8yzeHHUlETsFo38XtLGMDvZjBJKos4+Q7SWNUTjSh2jKYySTW0ZvpLGOM7ww7koicgrf7G3yV51jKYIq4irgqmk6XyokmHLEsppDPXnKZRynn+YGwI4nIKfi4r+NG1vM45/BjRnW6CxLmaTiIdQ/r4+Ps7WHHaJFMr2Eui7mc3cxnPMV2ZvsGaNgSo4mWTRaxBpsFWzZlNHq7YYsVC7Zsygq0OMqINNgucGUheDur/rbnNmixFGjZRKBFT00zLZuqe9YfLx7cp6Utm3q1rGVTcJ/QWjYdabxlU0ORPQcDdwInrqpK3DAwO51XB554Ey2egMRZ69K8ZdPFvpcFlLCdbtzG1RyxrJPvlCKe9odWu/uYsHOELZ3Kia5exd0UcyZHmEYeL1r/sCOJyElM8m3MYBkv0I/p5FGdRhckVE7USqdyor+X8W2eIYcYt/A23rQeYUdKO2rZJO3ten+Vm3mevzOURYxNqwsSySonWtuNTk6i2jKY7ROZTwlTWU6FZ7DCBocXqIluQA2np2+wsv5mLNCFLauZH+DNVDB4PFAxkhGs8Khu/HGASCB3IEPDr3bxnPqCxGL1zymrrD5PdYPanWhF45VFGQ16CQa7mgUrejKP1uep7pb4+nrgrgXLscCxuu4MVOY0yNDcjIYZx+r3ixxpfJBLK2/weKByzw8crN+uwevtFYH9Ik10t2zY9TJYwdTM5ylYsdniiqh2dL4fYB6l7CWXKeSnVUWTpKdjlsUUz+denmEui5nsBWywPmHHEpEmjPGdTGcZ6+jNTCalVUWTpKc91oXJXsC9PMMiivmmv40d1i3sWOmlQYVS4vfR9g4jHd27fDM38zyLOYO7OnHLVw1A0g4qLMrt5PEaPZnJUkZ5o+MeikjIzvLDLKCEI2RRSAEHLSfsSNJJHLJsJlPAYbJZQCnD/FDYkUSkEZf6HmaxlDfoyXTyqDBdt5X2sd26MYV8MomziGL6eVnYkUSkEQW+lVtYxWoGMI9x1HTiMV877zNvZ2WWyVTy2UE35rKEEb4v7EgiEjDYj7KIYmJEKKSAPdYl7EjSyeyzXCaTTxURiihmiB8JO5KIBFzg+5nLYnbThSnkc0wtX6WdbbaeTCWP7lRRRAm9vOLkO4lIuxnrO5jKcl6hL7OZ2OlbvqqyqR0dtmymkM8BsplPKef6wbAjiQjQz8tYRDFR4hSSz3Y1TZeQ7LRuFFJABKeIEvrryrVIShjmh1hAKYepbYV4yLLDjiSd1Abrw+1MYgBlLKSEbl518p1EpM2N8t3MZCmv0Yvb1fIV0JhN7W6f5VJY1+d6ISXc4m9jq3VvuxM2N+BdsElfw+2aau4XnN6+OnGsoeAA4QniDY4d3C44JlFgUOoTBhUPHMMDA4k3HNPIauq3y94XuNoT6CcbqUrMU5NTX+Mc61J/O1qRuF0sp/HXywLjE+UcaHrQbAI349mBQckrEvfJrAqMfRTMXd1gQPaKwNhXwdc4ON5SVYOBpxref+s8FQ3Gdgq+rsFjt3CMpYR+8M2NB9bcZ7Cd9PIKiiihO1XcxtW8YT1DySHyljetB1M8n7spZhHF3OJv44C6dIqEZogfoYhiqogwmQL2WW7YkaSTe8n6M9sncAdLmE8phZ5PuWWefMdO7IRxQoPfQVPg+6iktxG+j7ksYQfdmEoeZfr/CKhlUyh2WVcKKQCgiGIG+rGQE4l0Tt28ioWUMIAyppPHRusddiQRADZZb6Yzib6Us5ASuuvKtUgo+te1fI3gFFLATusadiQRAFbbIOYxjgs4wB0sIUujXIuE4lw/yHxKOUA2heRzWC1fj1NlU0i2WnemkE8uMYoopo+Xhx1JpFPJ9WrmU8pQjjCLibxs/cKOJJLgFevHLCZyJkeYTwldvPGWiSLSNnp7BXdRTBdiTCFf081LylliQ1jEVYxiDzNZSlStckTa1Zl+hIWUUE6UQgrYr5avCdSNLkSvWS+meR5FlFBECd/yq9u3JrSFBVKwG5RF4o0+DmAZ9V3QnMDVlYbbBbpoJRw72L3uaINxSnLru5AEu8o1rC61YFezmvpj1/Rs+j9+pLr+eLk761sPxLMaDOhWU5/PmugZ5g3yRGKB5xroWpazp77bmsUadr2rv5kR6N5mDbrReTRwsoav11ua6DYHQLAbZEbic/XKQLe6QLPjE5ogB/dJ+JxYcEXidilw4S3La7iDJXVXA8fzrA0MO5JIo56zgcz18cxiKXNZzDTPo1JjAIi0ue5eVXsxkHIKKWCTWr5KivqHnUWOx/gmzzKFFcz3cZ12mvVTooo5aaWBfowiigEopIBdavl6ArVsCtk668sMJjKYoyzQlWuRNhf1ODNZyij2sIirWGJDwo4k0qxldgZFjOUS9jKTpWSmQo2tSAfWxauZTwlDOMpMJrHW+oYdSaRZT9i5/JhRXM1WvsnqhAu7IpJ8fb2cRRSTW9fytU3HYE5jqmxKAS/YAO5gAudwiHmUkuOxk+8kIqcs4nGmsIJx7OS7jOYfdlbYkURa5Bkbyre5krHsYioriOiKrEibyPYYc1nMeRzkDsbzvA0IO5JIizxkF/BLRvIeNvMl1pwwiY6IJEcPr2QhJfSikmnk8Zr1CjtSylJlU4pYYYNZwDhGso/ZLNGVa5EkM3duYTVXs5UfM4on7NywI4mckr/YOfyQy8hnG7eySleuRZIs02uYyVIuYS8LGctyOyPsSCKn5FdcxEOczwd5lU/zcthxRDqcLl7NAkoYzFFmMJF1avnaLA38kEJK7Ezu8TFMZhXTWc5cH0+NhVQfGLxqHsgQHLPHGo7zExzPJ3AzYSymE7YL3G7mh5NVBWZiqq7vamixBq3AsrMCO9X3V48eqJ/xL2GsIyDeNTBOVnA4qPLEY2cH7ls8MHZVZmCsqkiDPvKBDFYVeO2CzzWe2ELBqgLnCeyTMMYSYOVNvHYNX5OApsZc8vKKpveJn/oP2ubGdgqFO19iDe/mDX7JSB6yC8JOJHJaHrbzyfUYn+Zlyony335Fwt8ZETk9EY8zlRWMZRf3cCX/sqFhRxI5dWb82EeRS4z/YB1lHuX3NiLsVCIdQo7HmEcp53CI2UzkBbV8PSlVNqWYv9kwuniMm3me21jJIh+rQf5EWunTvMwHeZWHOJ9fcVHYcURa5beMoAvVfIwNlBPlZ36pKpxEWsHcuZVV5LONH3IZf7Fzwo4kcvrM+J6PJocYn+MlKjzKI3Ze2KlE0lqm1zCbJYxkH/MYzwobHHaktKDKphT0iJ1Hrsf4LC9RQZTv+Gj9kBA5TR/zdfwH63icc/gxo/R/SdKfGT/zS8klxsfYQBmZ/JaRYacSSU/u3MxzvJM3+R8u5mE7P+xEIq0WN+Muv4ocariZ5yn3KH+1YWHHEklLGR5nOsu5kt0sYgwldmbYkdKGKptS1O9sBF28mhtZTzlRfuwp8iO5uW59TQxY6w27fwW732UEjhfsepWV2eAgga5cwdehusHsfcH7ubn1t6P157TKxDyRYJ7q+gyelfjfw+JNDMhbU58t0nCbYHe7wPGsIthVrsFzCHY7DHYfjCV2TfNjZfXHCHYfrAmcs7Iy8djR+mN7sLtdg/cuoetcU+9rw+51TXS9PGH/5tYl2fX+Kp/jJf7OUP4bVdpKB2LG9/0KcqnrUudR/UgWOVXufI4XeT+v8Xsu4Leou5F0HDUWYZ6PYy6LuYVVVHiUYv1IFjklEXduYyWT2M5/czl/U6XtKVFlUwq7n0vIoYYb2EgZUX7FxWFHEkkb7/LN3MzzLOYM7uIqdUeVDsfNuNvHkEMNX2YNZR7lKXX/EWmx/2AdH2MDjzKcn6HuqNLxVFsGs30iCyhhKsup8Ax1/xFpKXe+xrO8nS38jEt4VN1RT5lmo0tlZtzHZTzF2fwXa7nBN4SdSCQtFPhWbmEVqxnAPMaFN9C+SBuLW4QFjGUFA2tnW/QtYUcSSQsf9I18mpf5K2fzfS5XRZN0WBUWZTp5vEZPZrKUUb477Egiqc+dL/AC/87r/JYRGmj/NKllU4pzM+6tu3L9BV6gzKPtP2V7UzPTNTNLWcOZ6hIOlzCjXaASIPBFzysadP/KrO9WZ4GuYAnd8BpslzAr29HA7WiD7nHHAjOxBfax6gZd+YJfRIPnzah/fRp20WtqNjqCs9bVNOhKVtNE17mGs8wlzEAX6P7X3Gx0Tcw6dzpd4qzBzHse7OXXXPe4Nu46N9Z3MJXlvEJfZjORamv6syjSEVRbBnf4BOZTyhRWUOkZLNOU7SJNeo+/zpdZQzFDuIcrcVU0SQdXZplM9Xzu4V/MZQmFnq8p20Wa8Z+8wg1s5GHO43/Uu+i06XJ/GoibsZCxLGMQX+dZ/s3fDDuSSEoa5buZyVJeoye3k0eFqT5dOodKizKDSbxKL2awjCt8V9iRRFLS1b6Fb7KaFQxkAeOIq+WrdBKHLZsp5HOAbOZTyjl+MOxIIinpBt/Af7GWpzib+7hMLV9bQSVsmohZhLlMYA39mcxKJvq2sCOJpJQRvo+5LGEH3ZhKPmWWefKdRDqQMstkGnlsoxtzWMJI3xd2JJGUMt63M4UVvEQ/7mACMVU0SSezz3IppIByohRRwpl+JOxIIinl3/01vsAL/IszuZcxavnaSipl00iVZTCLiWygN9NZzmhduRYB4Fw/yHxKOUDtVbvDlh12JJFQHLFsCilgH7nMp5ThfiDsSCIp4QrfxQyW1bX+m0SlWr5KJ7XLulJIAQBFFDPQj4WcSCQ1vN3f4Gs8yzIGsZCxmlwoCVTZlGbK665cb6E7c1jCxb63fQN4vMnFInZ88Zqa40tz+xCLHV88sOCesHhVVf0SOLaXlScux8qOL1RW1i/xeP1SXZ24HD1WvwTFahKX4PGqqo8vduDI8QWzxKU6Vr9UVdUvwcfLyhKXY8fql+DrU1GZsASfk1dW1i/V1fVL8LWqqakdK6puae498rjXL8FjBB9vsDTJIolLkp3pR1hICeVEa39kW27SzyGSTg5YDpMp4BiZLKSEs/xw2JFEQjXS9zGHJWyjG9PIU8tX6fS2WnemkE8uMYoopo+Xhx1JJFQTfRu3sYo19GeuWr4mjV7FNHTUsphCPrvpwjxKOV9XrqWTGujHKKIYgEIK2GVdQ04kkhr2WBcKySeOUUQxg/xo2JFEQjHcDzCfUvZR233oiFq+igDwmvViOnn0oYIiSujhlSffSaQDGu27mM5yNtCbWUykSpMLJY0qm9LUQcuhkHyOkMUCSjjbD4UdSaRd9fFyiigmlxhTyGerdQ87kkhK2WbdKaSALOIsooS+unItncxZfpiFlHCMTCZTwAHLCTuSSEpZa32ZwSQGc5QFlNDFq8OOJNKuLva9zGEJW+jONPIoV8vXpFJlUxrba12YTAExIhRRwhkhX7lO6JZ1GvsEu8oR98QluE95xfGl2WNXVR9fqKyqX6oaLBkZ9Uuge9wJ2wXzHCurX2pq6pdgl7yjxxp0kSs/vvjBQ8eXE3JXx+qXyqrjS0JXwHg8sZthU699MFuD17i57nFJ1bDrZBL08EqKKKE3lUwjj9esV1KOK9LRbLaeTCWPHlSyiGJ6efN/N0U6ikF+lCKKiWMUks8e6xJ2JJGUtMYGcAcTOJdDzKOUHI+FHUmkXZzvB5hHKbvpwhTyOWpZYUfqcFTZlOZ2WDcmU0CUOIsopr+XhR1JpE118WoWUMJgjjKDiayzvmFHEklpG6wPM5jEAMpYQCldvSrsSCJtqq+Xs4gSsohTSAHb1PJVpFkrbDALGMdI9jGbJWR6yy8ci6Sjs/0QCyjhMFkUks9BtXxtE6ps6gDetB5MIZ9uVFGkK9fSgeV4jHmUcg6HuIMJvGADwo4kkhZetP7MYQJn68q1dHC9vIJFFNODSqaSx2brGXYkkbRQbLVTvV/JbqaznIwktUYXSTVn+FGKKCFGhEIK2KuWr21GlU0dxKvWm+nk0Y9yiiihu65cSweT6TXMZgkj2ccCxrHCBocdSSStrLJBzGc8IzjAHSzWlWvpcLp6FQsoZQBl3M4kNlifsCOJpJW/2jC+z+VMYju3sZKIJ3loBZGQ9fcyFlFMlDiTKWCHdQs7UocWDTuAJM/L1o9ZPpE7Wcw8Sij0gvAGOQtcDfF4pMl1Fm08n8cSByi0rEAf2ogFDtXgqkvVaVSyVTd+hd8yEmci8ITcgf86NYHnWtVgAN7M+u2C+1hgOk2vajAYYyyQx4ymeDB3wuudhC8GwatZwak/Q7rKleFxprOcK9nNXYyhxM4MJYdIuiu1IdztYyhkJTNYxhyfQI2m95UOIMdjzKeUszjMLCbykvUPO5JIWnrEziPXY3yWl6ggynd8dLPfR0XSRS+voIhiulHFrVzNm9Yj7Egdnr5hdjDP2UDuZDwXcJA7WEKWrlxLmou4cxsrmcR2vs/l/NWGhR1JJK09bWfzXa5gAjsoZIWuXEvay/Qa7mAxF3KA+YxjlQ0KO5JIWvudjeBBLuTfeZ0v8ELthDQiaay7V1FECf0oZzp5vGq9w47UKaiyqQNaamdQxFWMYg+zWEpUfa4lXbnzNZ7l7Wzh51zCI3Ze2IlEOoTHbTg/4VKuYSvfYDWmHxKSpjI8zgyWcQV7uIsxLLYhYUcS6RDu5xIe5jxuYCOfZG3YcUROW65XM48SzuQIs5jIy9Yv7EidhrrRdVD/tLPI8Ri38CxTWc48H0e8rbtKNNXdqmFlV7ALWU1N4GFrdBtI7DLW3HYJMgLnqais3yUrseteQobM+nUea9C9Lni84Lpgt7UGXe+CXfQSu701/cMuYbuM4GvazD7BDC2tXEz2dsnmzhd4gX/ndR7kQn5nI8LJIdJB/a9dSBeP8UnWUk6U+/wydZWQtBJxp5AVTGAH3+UK/m5nhx1JpOMw4z6/jC5UcxOvUO5R/mgXhJ1K5JRkeQ1zWcwFHGQOE3jOBoYdqVNRZVMH9qSdS67H+BIvUMFq7vYxuH5ISJr4JGu5gY08zHnczyVhxxHpkB7gInKp5sO8ShlRHtD/NUkT5s43WM01bOUnXMrjNjzsSCIdjptxr19JLjG+yAuUe5Qn7NywY4m0SNTjzGIpl7KXhYxlqZ0RdqROR5VNHdyf7AK6eKz2igRRvu+X68q1pLwP+wZu4hWe4mzuQ60tRNqMGT/yy8ilhk+yjnLP5A92YdipRJrnzhdZw7Vs5teM5H/1mRVpM3GLsMDHkc0Svs6zVHiUf9hZYccSaVbE40xlOWPZyb2M5p/6zIZClU2dwK8ZSS4xPsoGyohyP5eGHUmkSe/11/giL/AvzuRe1BpPpM2Z8V0fTS4x/h8vUu5RHlMrEUlhN/EyH+JV/sh5PMBFYccR6fBiFuEOn8A8SpnMSio8gyUaH01SlLnzLVZTwDbuYxRPqjVeaFpV2WRmfYDfA8OAzcBH3f1AI9ttBo4ANUDM3cecyv7SSmb81C+lCzFuZD3lHuVBG5n887RyDKCEifMscXyi4DhN8er6dZHMxI9wcOwia+o8VdVNZ4s0PXufV9fvZw3HZnprm4bjPAUqShLGg6qqqt8m3mAspmDuWDzwcIPXJPjcA7ETXoNIYkVNw2MENmz88YZ52ti/+Zt8nWdZxiAWMpa4KprSnsqJ9BA3o8ivIocYX+M5yj3K0xr/RlLQR309n2QdT3AOP1LL1w5B5UR6qLIMZvpEiihhOsuZ4ZN4VuPfSKpx5ys8z7t4gwe4iD9pnLFQtXbE6CnA3939fODvdfebco27X/5WwXAa+0trmPE9ruBpzuIzvMwHfGPYiUQSTPRtTGYla+jPXCYQa+sB7aW9qJxIEzUWYS7jeZYB3MpK8nxr2JFEElznm/h/vMg/GMp3Ga2Kpo5D5USaKLdMppHHFrozhyVc7HvDjiSS4DO8xPVs4g9cwK9pg8YVckpa+2vueuCButsPAB9o5/3lFLgZdzGGUs7gK6zh3f562JFEABjtu5jOcjbQm1lMpMoabzkmaUnlRBqptgxmMZF19GUayxnjO8OOJALAO/wNvsZzLGEwi7hKLV87FpUTaeSoZTGFfPaQyzxKOV+NyCRF3OhruZH1PMa5/JRLdUEiBbS2smmgu+8AqPt3QBPbOfBXM1ttZp8/jf0xs8+b2SozW1VNZVObyUnELcJ8xrGKgXyT1RT4lrY5kUXql9PYxyKWsHjcjy9NPd6wi1hTj+PxxCW4qjp2fDlBTfz44lXV9Utl5fHFMjISloR9ysuPL81p+JwafQ5AvKLy+BJ8PsHXp5GD1y/B96jha9LE69MWLva9zGEJW+jONPIot8yT7yTpROVEmqmwKNOZxGZ6MpslXOp7wo4knVyeb+VWVvIsA7iT8dSo5WtHo3IizRy0HAop4AhZLKCEs/1Q2JGkk/uAb+QzvMzTnMV/c4UqmlLESUtrM3vazF5qZLn+FM4zyd1HA9cCXzGzglMN6u4/cfcx7j4mk+xT3V0Cqi2D2UzgFfoylRWMrS2fRdrd+X6AeZSymy5MIZ+jlhV2JDkNKic6nmOWxVTy2UlX5rKYC3x/2JGkk7rKdzCN5ayjL7OYSLVavqYllRMdzx7rwmQKiBGhiBLO8KNhR5JO6t3+Ol9hDaWcwV2aXCilnLSyyd3f4e6XNLI8Auwys8EAdf/ubuIY2+v+3Q08DIytW9Wi/SX5Ki3K7eTxGr2YxVIuc7300r7O9kMsoIQj1DbHPmg5YUeS06RyomM6ZNkUUsBhsllACcN05Vra2SjfwyyWspmeTGcSFaZJlNOVyomOaYd1YzIFRIlTRDH9vSzsSNLJFPgWvslqVjGQ+YwjrpavKaW178ajwE11t28CHmm4gZl1NbPub90G3gW81NL9pe2UWSZTyGMb3ZjLYkb6vrAjSSdxhh+liBJiRJhMAXusS9iRpO2onEhj+yyXyRRQSZQiihniR8KOJJ3EBb6fO1jMTroylXyOqeVrR6ZyIo29aT2YSj7dqaKIYnp5RdiRpJMY59uZygpeoS+zmaCWrymotZVNC4F3mtlG4J119zGzM8zsibptBgKlZrYGWAH8n7v/pbn9pf0csWymkM/+ukH+hvvB5Bz4dMb8CezjNTUJS8JmwXWx6oSlybGYgvs0NxZSMENg/CavjrXoOcXLyxOWpp4DNTX1Swtfk2bHmmpinKcTXsemxmlqR/29jEUUEyXOZArYYd3a9fzS7lROpLmd1pVC8jFgEcUM8GNhR5IOblhdy9fD1LauO2Tq7tTBqZxIcxutN9PJoz/lLKSE7l4VdiTp4C7z3cxkGa/Ri9vJo1ItX1OSuZ848HCq62F9fJy9PewYHcoAP8a3eYZM4nyLq9liPcKOlCjYJLKZyhHLCNRoN7VPg+aVCfs0s12T6wKPn1CpFNiu0QG7GzlPwjGaea6NDRreyEZNn6udK5kAenkF9/IMfajgVq7mVevd7hk6uqf9odUNpoTulFROJN9wP8jd/ItDZHMLV7PfcsOOJB3QED/CvTxDDRFu4W3stK5hR+pwVE7UUjmRfKN9F3NZzCZ6UkiBJn2RNjHS91FEMTvpyre4miO6IJF0ySon1KlRANhtXZlMAQ4UUcIgXbmWJOvuVSykhH6UM508VTSJpJlN1otp5NHn+JVrzeQkyTXAj7GIYgwoJF8VTSJp5lkbyJ2M5wIOcgdLyPKTtOAXOUXD/SDzKGU/uUwhXxVNKU6VTXLcNutOIQVkE6OIYvp6ediRGhfsCtZAQheyYBe7ZrreNdnFrrntmuoeF8xmESxix5em9j/heC3sKtdsF7umuseF1HUu16uZRwlDOcIsJvKy9WvX84tIcqy1vsxkEkM4ygJK6eLVYUeSDqKPl7OIEnKJMZX81GthLSItstTOoIirGEXtAP/REFrSS8c01A+zgBLKiTKZfLWwTgOqbJIEm60n08inF5UUUUxPXbmWVsryGu5gCRdwkDsZz3M2MOxIItIKz9sA7mA8wznIXBaT7bGwI0ma6+6VLKSEPnUtXzdZr7AjiUgr/NPO4ruMZiw7mcpyIqpwklYa5McoogQHJlPAbrV8TQuqbJITrLc+zGASgzjGAkroqkH+5DRFPc4sljKKPRRxFUvtjLAjiUgSLLczWMhYLmYvs1lKprpKyGnq4tUsoJQhHGUmk1hrfcOOJCJJ8ISdy48YRQHb+BarsTQcJ1hSQ18vp4hisolRSAHbaiemlDSgyiZp1AvWnzlMYBiHmMdicnTlWk5RxONMZTlj2cl3GM0/7aywI4lIEv3LhvJtrmQMu5imK9dyGrI9xlwWM5yDzGECz9uAsCOJSBL90S7gAS7iXbzBV3geVOEkp6in1/a26UUl08hns/UMO5KcAlU2SZNW2mDmM44R7GMOS1LnynVw3KEGYyQ1NSaRZWQ0uQTHZWr22E1kaHL8Jmh6PKjg0swYUMHHg+M/nTCzXTPjWIXB3PkWqylgG/cxiift3LAjiUgbeMrO4QdcRh7buZVVunItLZbpNcxmKRezlwWMZYUNDjuSiLSBXzOS/+V8rmcTn+GlsONIGunqVSyghEEcYwaTWG99wo4kpyg1fplKyiq1M7mHMYxmN7ezjAxduZaTcecrPM+7eIMHuIg/2QVhJxKRNvRnO5//4WLeyZt8led05VpOKuJxprGcMezi24yh2IaGHUlE2ooZP2EUj3MuN7KeG31t2IkkDeR4jHksZhiHmMMEXrD+YUeS0xANO4Ckvr/ZMHK8hq/xHJNZSZGPJW528h2lU/oML3E9m/hfzufXjAw7joi0g98yglxifJz1lBHlZ34pqJyQRpg7t7GKPLbzAy7jKRsWdiQRaWtmfM+vIIcYn+FlyjyTR+y8sFNJisr0GuawhBHs407Gs1ItX9OWKpukRR6z4XTxaj7HS1QQ5ds+un1/SLSyRVVC97SGXc0C9z0evCJf02Aza3S7hMcb6Up3qprKmpit4U6p0eLsRl/Ljazncc7lJ4zSj02RzsKMn/sl5BLjY2ygnCi/4aKwU0mqceerPMc7eJP/4WL+bOeHnUhE2ombcbePIZcYN/M8FR5VZbOcIMPjzGAZo9nNIsZQameGHUlaQZVN0mK/txHkeoxPsI4yovzYVZkg9a73V/kML/M0Z/E9rtBnQ6SzMeMHfjm5xPgUr1DmmTysygR5izuf40Wu4zV+x4X8lhFhJxKRdlZjEeb5OOaymG+yinKPUqzKBKkTcWcyK5nADr7HFfxNlZFpT5VNckp+wcV0IcYNbKScKL/k4rAjSQp4t2/mZp6nlDO4izG4KppEOiU34x6/khxifJk1VHiUJ+2csGNJCvgEa/kYG3iE4fycS3RBQqSTqrYMZvtE5lPCVJZT4RmaIEDAna/zLP/GFn7GJTxmw8NOJEmgAcLl1JhxH5fxJMP4T9Zyg68PO5GErMC38k1WsYqBzGcc8RSZEU9EwhG3CAsYxwoG8g1Wc42/GXYkCdkHfSOf4hX+ytn8gMtV0STSyVVYlNvJ4zV6MYulXOa7w44kYXLnC7zAe3md3zCC35tavnYU+lUop8zN+A5X8k/O5Au8yPt8U4hh4omLReqXlu4TXJrZzmtqji+Jm/nxJSnP4XSyhmSs72Aqy3mFvsxmAtWWEXYkEUkBMYtwBxN4iX4UspIJvv2EbSwjo0VLi/6ud0TB593ckuKu9df5MmsoZgj3cKVavooIAGWWyVTy2E435rKYkb4v7EgSkv/iFW5gIw9zHr9Qr5kOJfW/pUhKiptRxFiWMpiv8hxv9zfCjiTt7DLfzSyW8hq9uJ08Kk29ckWkXqVFmcEkNtKL21nGFb4r7EjSzq7xN/kGq1nBIBao5auINHDYsikkn/3kMI9ShvvBsCNJO7vB1/OfrOVJhnEfl6nlawejUl9OW41FuJPxrKE/t7GKSb4t7EjSTkb6PuaymG10Ywp5lFlm2JFEJAWVWSbTyGcr3ZnDEi72vWFHknYywbdTyEpepB9zmEBMFU0i0oj9lstkCignygJKGOqHw44k7eR9vokv8CL/5Ey+o5avHZJKfmmVKstgJpNYT2+ms4wxvjPcQC3pZtZcd4Tm9m9qu+b2aa4bXAp1hzsVw/0g8yhlP7lMIZ8jlh12JBFJYUcsi0Ly2Ucu8yjlPD8AgGVlHV8y+vapX/r0Tlx6dD++RLJzji8ndLdLF82UQRbNPL5EsrKaXjKjx5dU7HJ4he/idpaxgV7MYBJV6mItIs3YbV2ZTAEARZQwyI+FnEja2tv9Db7KcyxlMEWMJa6Kpg5JlU3SahUWZTp5vEFPZrGUS31P2JGkjQz1wyyghHKiTCaf/ZYbdiQRSQMHLYfJFHCULBZQwlm6ct1hXex7mcMSttCd6eRTrpavItIC26w7heSTTYwiiunr5WFHkjYyybdxG6tYQ3/mMp4atXztsPTOSlIctSymksduujCXxVzg+8OOJEk2yI9RRAkAkylgt3UNOZGIpJM91oXJFFBDhCKKGRQ/EnYkSbLz/ADzKGXv8ZavWWFHEpE08rr1Yhr59KKSIorp6ZVhR5IkG+M7mc4y1tObmUzS5EIdnEb0laQ5aDkUej738gwLKOVbfjWbrWfYsU7UsOtaS2vTg/s1tU+yu8UFzxNil7u+Xk4RxWQT41auZpt1Dy2LiKSv7daNKZ7PPfyLhRV/4xa7hr3WBS445/g2R8/rkbBP9v7q+ts76ltE+e7E8Z/8aH23i3h1LLAiBborB/6WWySxq0CwC6BlBSpnsupbBFk08euaxwLPryLwY6yq/rXyxIlT2/x1OMsPs5ASjpJFIQUctJw2PZ+IdEzrrQ8zfCLzKWUBJdzqV1NmtV2Lj2vQddoDf/MTZo1Ohb//ydZEedJcd/Lga5Iwe3Y7vz6X+h5msZQ36Ml08qjQ5EIdnlo2SVLtrbtyXUWEhZQwxHXlOt319NqrS72oZBr5vG69wo4kImlss/VkKnn0oJIi/xe9vCLsSNJKg/woRRQTI8JkCthjXcKOJCJp7AUbwB1MYBiHmEcpOR47+U6S0i7w/cxlMbvpwlTyOKqWr52CKpsk6XZaNwopIIM4RZTQ38vCjiSnqYtXs4ASBnGMGUxivfUJO5KIdAAbrA+3Wz4DKGOhF9MtprE50lU/L2MRxWQRZwr5bLduYUcSkQ5ghQ1mAeMYyT5ms4TME5prSroY5odYQCmHqZ0wRC1fOw9VNkmbeNN6MIV8ulLNIorprSvXaSfHY8yjlGEcYg4TeMH6hx1JRDqQl6w/c2wSQznM3Nd+S26NxuZIN728giJK6EEVU8lLza7zIpK2SuxM7mEMV7Kb6bFSMjpit7gObogfYSElVNW1fN2rlq+dijpKSpvZZL2Z7pNYSAkL6/pcp+RgoadTcLVXYRdSoZrpNcxmCSPZx52MZ6UNDiWHiHRgHmcVA5jPOGaULWP22l8ys+u7eP0jlyVs1uWy+rGYqpbWV3oPLk1sQZP16s76O/sOHL8Zr6pKOGe7aWpcjazEcjB433Ky61d0r39+npn4dc0CYzPZkaPHb8cD41ZRmfhck90ooJtXsZASBlDGVPLYoJavItIG/mbDyPUYX40/z22xpSyKTqBy/KUJ22RU1Hezy1j/5vHb8UOBcf5q0rRlVINxYiOB8sBy62eFti4NZogOjuFXWX8xJx4Y589jbVsm9vcyiighgzjf4m3sVMvXTkctm6RNvWL9mMVEzuQI8ymhi1effCcJVYbHuZ1lXMlu7mEMpXZm2JFEpANbbEO4p0sBo2I7mH7sH2TGNDZHqsv1auZRylCOMJsJvKSWryLShh618/h5xmVcE3+Dr8VWgvvJd5JQ9fYKFlFMV6qZQj5vWo+T7yQdjiqbpM09ZwOZy3jO5yBzWUy2BvlLWRF3JrOSiezge1zB32xY2JFEpBP4R9Z5fD93EuNiW7jrod8SiaurRKrK8hrmsIQLOcA8xrHaBoUdSUQ6gT9EL+bBjIu5Nr6JL736f6pwSmHd61q+9qWc6Uxik/UOO5KERN3opF0sszMo8quYwgpmspTZPpFqa3qKTgmBO1/nWf6NLfyMS3jMhoedSEQ6iZpDh3iMwWRzKV948Xmim2N8Z8B7cDO++tcnjm/39tH1E05ceNaXEo5x7u/POH47++XARY2Dh47fjFc3uNjR0m51dvJrc8Guciesi2bW324wPbVl1a+jW9fjN+M96rtExLMTv65lHKs/hlXWdxO0jPrxEf2EzK3vQhL1ODNYymXsoYixLLEhrT6miEhLxKuquN9HkEMlH9mymKpy+HX/AgC6/ay+6/TLj488fvvsB147fju2c3fiAdNk/KeGZUtC1+vevY7fjvfumrBdpDzQ3fpAfTloge6EJ3QtTMJr0sWrmU8JZ3KE25nEK9av1ceU9KXKJmk3/7SzyPEabmE1U1nBnT6OeAu+wEs7cOcLvMB7eZ3fMILf24iwE4lIJ/SQXUi3Xt34xIGllEey+FG/fws7ktSJuFPICsazk28zmn/YWWFHEpHOxoz7/DK69uzCJ/YupjySzR/7jgs7ldTJ9hhzWcz5HGQ2E3jOBoYdSUKmyiZpV0/aOeR4jC+zhltZxV1+FW5NXw2W9vFfvMINbORhzuMXXBx2HBHpxH7dZxK58So+dGg1ZZEUnFSiEzJ3vslq3sZWfswonrBzw44kIp2Um/HdwdeSHa/mc7v/QXkkk2LOCTtWp5fpNcxkKZewl4WMZZmdcfKdpMNTsxJpdw/b+fyCi3gnb3Izz6vPdchu8PX8J2v5C8O4j8tAlX8iEiYzftrvGp7sMYobDyzj3B/tCTtR5+bOl1jDe9jMLxnJQ3ZB2IlEpJOLW4S7h1zH8m7D+crOp8h/akPYkTq1iMeZygrGsovvcCX/VMtXqaOWTRKK3zCSXGJ8jA2UEeXnfokqOULwPt/EF3iRZziTb3OlWpmJSOhim14H4Dt+Ptkc4N8WbeHpB6/ksQFjmfjoz49v9/z7vpew34Sttxy/ffa++jEirLx+HCNrMD6FxyPBO/W3m+ni3dzYTA02rL+dEbgdHKMJIDD+hufW3w6O0+TRZq4NBgdTD168SdJ4JJ/iZT7IqzzE+fyKi5JyTBGR1oit20gMuMNHcSeH+fLcZ9j51JkUn3EpL/3wvuPbjT5cP7bfoF8dSzhGzZEj7ZS2dU4Y5y87+/ht75Zz/HasR07CdsEf+ZHDgWPEk3uR39y5lVXks40fchlPmlqZST1VNkk4zPiZX0ouMT7OesqJ8ltGnnw/SZq3+xt8ledYxiCKGEtcFU0ikkLiZizyq8jt2YWbtzxJeYa61LW3j/k6PsE6/o9z+DGjdFFIRFJKlWUwyyeyoNdzzF75GwrHfzrsSJ2LOzfzPO/kTX7BRTxs54edSFKMutFJeMz4PlfwN87i07zMB31j2Ik6jUm+jdtYxRr6M5cJxDRQu4ikoBqLMO/cG3iu+zncsvlRMh8vO/lOkhTv91f5HC/xd4byPUaroklEUlK5ZXLrxM/yRvcBLFj+ACwrDztS5+DOZ3mJ97OJ33MBv1GjAWmEWjZJqNyMu30MOdTwZdZQ5lGeUvPLNnWl72Qay1lPb2YyiSrLOPlOIiIhqXx+PTP9MhZymAu+cICiM9/Oym7DqfhBVcJ25edVHr9dMah+CujcXbmBjSpIFOhWdzqV7i3sbmeRlh3bYvVd36ym/nakMpa43dH6H1N+rL4CLl4eeLzhlNan4J2+ma/yPIs5g7u4Si1fRSSlxZ54kWl+JffwL/resIdvXfE5NvQ4k8PX1/8dHTxkUMI+trH+b2dr/l6Gqqa+S1z0SGXCqsihwPM7cvT47XhVoOxsRXfr/2AdH2c9j3IuP+NSXZCQRqk5g4QubhEWMJYVDOQWVnO1bwk7Uod1ie9hNkt5kx5MJ48KU32ziKS+CosynUm8kd2f6dse5tJjb4QdqcPK9618i1WsZgDzGEeNWr6KSBo4aDkUks/hzC4UPX8/w47uDDtSh/VB38ineZm/cRbf5wpVNEmTWvUNwsz6mNnfzGxj3b+9G9nmQjN7PrAcNrNv1K2bbWbbAuve25o8kr6qLYM7mMBL9GMKKxjv28OO1OFc4Pu5k8XspgtTyeOoafwTaXsqJyRZjlkWtw/9GLsyezJ72x8ZuXZH2JE6nLG+g6ksZy19mc1EqtXyVdqByglJlr3Whdsu/yzVkSh3PX8/w3ZrNtNke7e/zpdZQwlDuJsxmlxImtXay1VTgL+7+/nA3+vuJ3D39e5+ubtfDlwJlAEPBzb59lvr3f2JVuaRNFZpUWYwiU30YgbLuMJ3hR2pwxjmh1hAKYfJopB8DlrOyXcSSQ6VE5I0h6JdmDr04xzK6MLCqX/i3E36IZEso3w3M1nK6/RUy1dpbyonJGm2d+nLbVd8lgyP86sf/pgz9h8IO1KHcbVv4RZWs4KBLGAscbV8lZNo7TeJ64G31d1+AHgGKGxm+7cDm9xd7d+lUWWWyVTP4x7+xRyWUOgFrLW+YcdKa0P8CAspoYoIkylgr3UJO5J0LionJGli619lN3CbT+A7NcXc/cWHuK339WyL9qbvdYHpoDMDYxxl17fibDiF9OmM0+GBaaMtEhjvopkv3cHzWE2D1kLV1fW3A2NKZVTHGt8G8MOB8TeOtX7ckRG+j7ksYQfdmEo+ZZZ5WscROU0qJyRpMv65mq3AVB/P3QdL+N2d32dyr+s5MGBIwnaWVV82eEVgvKNWjGN0yoLlRhPnbfh33QNjLtn+g/W3G5Zvh48cv10TKCdO9/mN9+1MYQUv0Y87mKCWr9Iira2OHOjuOwDq/h1wku0/DjzY4LGbzewFM7u/sWazbzGzz5vZKjNbVU1lU5tJB3DEsimkgP3kMp9ShruuSJyu/l5GESVkEKeQAnZat7AjSeejckKSbpd1ZWrv6zB3Fhx4jAE1h8OOlLbO8YPMo5QDZDOFfA5b9sl3EkkulROSdK9ab2b0ei/9ao4x7+DjdKvRLHWn6wrfxQyW1fU+mUSlWr5KC520ssnMnjazlxpZrj+VE5lZFvB+4H8DD98HDAcuB3YA9zS1v7v/xN3HuPuYTPRFqKM7YDlMJp8yoiykhLNcPyROVW+vYBHFdKWaKeTzpvUIO5J0UConJAxbo72Z1vs6cryaBQceo1+ZyolTdaYfoYgSKohSSAH7LPfkO4mcBpUTEoa1mYOY0+s9nFlzkDvf/D1dalTBeKpG+j7msIRtdGMqeWr5KqfkpNWS7v6OptaZ2S4zG+zuO8xsMLC7mUNdCzzrXj8QT/C2mf0UeLxlsaUz2G1dmewF3MszFFHMN/0adlrXk+8odPcqFlJCX8qZQj6bmr7IJ9JqKickDLHde9gITPdJFNUU8+MHv81tOe/isOUQOSvQXaIm0GUgI/Eam0XqBzYNdo9rqSa71AEe6Plgga4S3qBLXEKemia6UVQm/kCKl9dfoT/drnMD/RhFFANQSAG7VL5KG1I5IWGI7dnLKnKYy3hmVSxl1sZfMT3jbVRalEjX+mElLNBt2WPt2I2uBV3aGpZN8UB3a4sFuls3KAviwa7Yp9l1brgfYD6l7CeXQgo4opavcopa243uUeCmuts3AY80s+2NNGjyWlegvOWDwEutzCMdzDbrTiEFZBFnEcX0dTWBPZkuXs18SjiTI8xiIq9Yv7AjSeemckLa1FrrywwmcYYfYV7l3+niVSffqZPr4+UUUUwuMaaQz1brHnYk6dxUTkibWmpnUJQxnkt8DzNrSon66VXSdyZn+WEWUkIZUSaTzwFNLiSnobWVTQuBd5rZRuCddfcxszPM7PhMEGbWpW79nxrsv8jMXjSzF4BrgG+2Mo90QJutJ1PJoweVLKKYnq4msE3J9hhzWcz5HOROxvOcDQw7kojKCWlza2wAc7Ov5tz4AeZW/pPsuCqcmtLDK1lICX2oYDp5vGa9wo4konJC2twzkWF8N+MqrvIdTK1ZSqQ9BwJPM4PqWr7GMSZTwG61fJXTZO6n3mw8bD2sj4+zt4cdQ9rZpb6H+ZSyle7cSgHHLOvkO3UiUY8zhyWMYScLGcs/7aywI0kInvaHVrv7mLBzhE3lROcTyc2lILaZKVWlrOlyNrPPvIHqSBSO1s/CEz9wMGGfYPe00+lGFxTsknfCumhgjIuGXfkyMwPbNT66QbK60XXxau6imLM5xHTyWGMnG4dZOiKVE7VUTnQub/0d/lDNOr4Yf46/ZZ7HvV0KcLPEWT1jTXd1DkWDmU6Ds85ZZqDMSFI3ur5ezrd5hq5U8y2uZrP1PLW80iEkq5zQUPKSNl60/szxCdzBYuZRyhQvoEKzIQAQ8ThTWc5YdnIvV6qiSUQ6nXh5Oc8wkGyu5NayVRRufJA7IxPx7s1MjpDwJb6FlTbBL+3BsZgaVFYljAcV+BFgDb70e2DMDW9iGuyEHw0NM7RQjse4k1LO5SCzmKiKJhHpVN6qRPojw8mlkpuqX6H8kPPfNppIdv1YRCdU4IfdAqphmVETvF3T5Hano6fX9iLpQSWTKVBFk7Raa7vRibSrVTaI+YxnBAe4g8Vkqs815s63WE0B2/ghl/GknRN2JBGR0Dxlw/hB5Aom+TZuja/A0rAFd7Jleg2zWcJF7GMB41iRMMSNiEjn8mtG8gcu5P1s4rP+IqicoGvd5EIDKGMGk9hgfcKOJB2AKpsk7ZTaEO5mDFewhxksIyPsKw5hcudmnuddvMEvuIiH7fywE4mIhO6RyAXcH7mUt/sb3Fy+pFP/kMjwONNYzpXs5l7GUGxnhh1JRCRcZvzURvEYw/k467ixpnOPKZ/jMeZRytkcYg4TeNH6hx1JOgj1QZK09LSdTY7H+DrPUcgKFvo44tb0eBkdkjuf5SXezyZ+zwX8hpFhJxIRSQleU8ODXEguVdxYtY6yqhp+wqiErhKndsAmLmo00aWudlWwgqu+FW7DBrkJ3e3irZ+qOuHY7tzKKvLYzve5nL/asFYfU0SkY3D+m8vJpZpPxdZQFoOH7fyEMZHgxL/ZoUvyRfZMr+EOFjOCA9zJeFbZoKQeXzo3VTZJ2nrchpPrMT7Pi1QQ5dt+Jd6JKpz+g3V8nPU8yrn8jEuhEz13EZGWuJ9LyCXGR9hIGZn8lsvDjtR+3Pkaz/EO3uTnXMIjdl7YiUREUoqbcZePIYcYX2YNZR7lr3Sev5UZHmcGy7iCPRRxFaU2JOxI0sGosknS2v/ahXTxaj7JOsqJcp9f1ikqXT7oG/k0L/M3zuL7XNEpnrOIyCkz44d+ObnEuIlXqIhl86doJ2gF6s7neYH38RoPciG/sxFhJxIRSUlxizDfxzGHJdzCairjWfwr0vEn2om4U8gKJrCD73IFT9vZYUeSDkiVTZL2HuBiuhDjQ7xKGVEe4JKwI7Wpd/vrfJk1lHIGdzOmU7XmEhE5VW7GvX4lucT4Qs1zlFsmT2Z07CvXn2QtH2Ejf2Y493fwMlFEpLWqLYM5PoH5lFIYX0YlGSyLdNxWPubON1jNNWzlp1zK4zY87EjSQWmAcEl/ZtzHZTzJMD7JOj7q68NO1Gau9i3cwmpWMpD5jCNu+i8sInIycYvUzsLGIL4WW8HVla8Sr6qqHfviraW1gsc6hcVrao4vycjzYd/ATbzCU5zND7lcLV9FRFqg0qLMYBKv0Yvb40u4PLa99u9yR+POF1nDtWzm14zgD3Zh2ImkA9MvVekYzPgOV/JPhvL/eJH3+aawEyXdeN/OFFbwEv2YwwSqLePkO4mICAAxi9TOskM/ClnJBN8edqSke6+/xhd5gWKGcC+daxxDEZHWKrNMppDHNroxhyWM9H1hR0q6m3iFD/Eqf+I8HuDisONIB6fKJukw4mYUcRVLGczXeY53+BthR0qay303M1jGJnoxg0lUmnrAioicqirLYAaT2EAvbmcZo+M7w46UNNf4m3ydZ1nOIBao5auIyGk5YtlMIZ/95DKfUob7wbAjJc1HfD2fZC1PMoz76Bzj3Eq49E1EOpQaizCX8TzLAG5lJXm+LexIrTbS93EHi9lGN6aSR5llhh1JRCRtlVsm08lnC92ZFS/lotiuE7tKNOzuluIm+HYKWckL9OcOJhBTRZOIyGnbb7lMJp8yoiyghKF+OOxIrfY+38TneZF/MpTvcKUqmqRd6NuIdDjVlsEsJrKOvkxjGWM8fa9cD/eDzKeU/eRSSAFHLDvsSCIiae+IZTGFfPaSyzxKOd8PhB3ptI32XdzOMjbQm5lMpEpdrEVEWm23dWUyBThQRAmD/FjYkU7bO/wNvs5zLGUwRVxFXBVN0k5U2SQdUoVFmc4kNtOT2SzhUt8TdqRTNtQPs4ASyogymXwOWE7YkUREOoyDllNbiU8WCyjhbD8UdqRTdrHvZTZL2EJ3ppFHuVq+iogkzTbrTiEFZBNjEcX09fKwI52yPN/GrazkWQYwl/HUqOWrtCN92qTDOmZZTCWfnXRlLou5wPeHHanFBvkxiijBgckUsNu6hh1JRKTD2WNdKKSAGBGK/F8Mjh9Oi25zAOf7AeZRyl5ymUI+Ry0r7EgiIh3OZuvJNPLpSSWLKKanV4YdqcXG+E6msYx19GUWEzW5kLQ7VTZJh3bIsimkgMNks4AShqXBleu+Xs4iismmhkIK2Gbdw44kItJhbbduFJJPlDiLKKa/l4Ud6aTO9kMsoIQjZFFIAQfV8lVEpM2stz7MYBIDOcZCSujqVWFHOqlLfQ+zWcJmejKdSVRociEJgSqbpMPbZ7lMpoAqMiiimCF+JOxITerptVdNelDJVPLYbD3DjiQi0uG9YT2ZSj7dqaKIYnp5RdiRmjTYj1JECTEiTKaAPdYl7EgiIh3eC9af2UzkbA4xj1JyPBZ2pCZd4PuZy2J20pWp5HNMLV8lJKpskk5hp3WlkAIiOIsoZkAKDvLX1atYSAkDOVY7Nbf1CTuSiEinsdF6M508+lPOQkronoJXrvt7GYsoJkqcyRSww7qFHUlEpNNYZYOYzzhGsJ87WEym15x8p3Y2rK7l62Fqe3cc0uRCEiJVNkmn8ab1YAr5dCHGIkrok0KD/OV4jHmUcjaHmM1EXrT+YUcSEel0XrZ+zGIiQznCPErI9eqwIx3XyysoopjuVDGVfN60HmFHEhHpdErtTO7mKq5gDzNYRkYKjfM3xI9QRDFVZDCZAvZZbtiRpJNTZZN0KpusN9PIo8/xK9fhD/KX6TXcwWJGsJ/5jGOVDQo7kohIp/WsDWQe47iAg9zBErJS4Mp197qWr/0pZzp5bLTeYUcSEem0nraz+R5XMIEdFLKSiHvYkRjgx1hEMRGcQgrYqcmFJAWoskk6nbXWl5lMYghHWUApXUK8cp3hcWawjCvYw91cRamdGVoWERGptcSGsIirGMUeZrKUaIhXrnO9mnmUMpQjzGIiL1u/0LKIiEitx2w4P+MSrmELX+dZCLHCqbdXsIgSuhBjilq+SgpRZZN0Ss/bAO5gPMM5yFwWkx3CIH8RdwpZyQR28D2u4Gk7u90ziIhI4/5hZ/FdRjOOnUxhBZEQKpyyvIY7WMIFHOBOxvOsDWz3DCIi0rjf2wh+wwjey+t8kTWhVDh190qKKKYP5Uwjj01q+SopRJVN0mkttzNYyFguZi+zWNq+g/y583We5Rq28FMu5TEb3n7nFhGRFnnCzuXHjOJqtnILq7F2/CER9TgzWcoo9lDEVSy1M9rt3CIi0jK/4GIe5jw+zKvcxCvteu4uXs0CShnCUWYyibXWt13PL3Iy0bADiITpXzaUHI9xK6uZxnLm+nji1sZ1sO58kTW8l9f5NSP4g13YtucTEZHT9pBdQK5X81+spZwoP/DLwaxNzxnxOFNYwTh28m1G8087q03PJyIip8mM+/wycojxSdZS5lH+tx2+22d7jLksZjgHmc0EnrcBbX5OkVOlyibp9J6yc8j1GF9hDbeyirv8KrwNf0jcxCt8mFf5E+fxABe32XlERCQ5fsVFdCHGDWyknCj3c2mbncvcuYXVXM1WfsQonrBz2+xcIiLSem7Gd/xKcojxeV6k3KM83oa9FjK9hlks5WL2soBxLFfLV0lRqmwSAf5s59PFY3yal6kgyvf8ija5cv0RX88nWcuTDOM+Lmvzq+MiIpIEZvzYR5FDjBtZT5ln8jsbkfzzuPNlnufdvMEDXMQf7YLkn0NERJIubkaRjyWHGr7Oc1R4tE3GY414nGks5yp2cTdX8i8bmvRziCSLKptE6vyWEeQS4+Osp4woP/NLk1oZ9D7fxOd5kX8ylO9wpSqaRETSiRn/7aPJJcZneYlyj/KInZfUU3yGl/gAm/hfzufXjEzqsUVEpG3VWIS5Pp55lHIrK6nwKKU2JGnHN3duZRV5bOcHXMZTdk7Sji3SFjRAuMhbzPg5l/Aow/kYG/gEa5N26Hf4G3yd51jKYIq4irgqmkRE0k7cjLu4isWcwc08z7t9c9KO/XFfx42s53HO5SeM0gUJEZE0VG0ZzGQS6+jDNJYxxncm58DufJXneCdv8j9czJ/t/OQcV6QNqbJJJMiM73M5f+VsPsUrfNA3tvqQeb6NW1nJc/RnLuOpaesByEVEpM3UWIR5jGM1A/gmqyjwra0+5vX+Kp/lJZ7mLL5H23TjFhGR9lFhUaaTxxv0ZDZLuNT3tO6A7nyOF7mO1/gdF/Jb2qAbt0gb0K9ekQbcjHu4kmKG8GXWcK2/ftrHGuM7mcYy1tGHmUyi2jKSmFRERMJQbRnMZiJr6ctUljPWd5z2sd7tm7mZ51nMGdzNmDadoEJERNrHMctiKnnsoitzWcwFvv+0j/UJ1vIxNvAow/k5l+iChKQNVTaJNCJuERYwjhUM5Bus5m2+5ZSPcanvYTZLeIOeTCePCtMQaSIiHcVbV65foyezWMplvvuUj1HgW/kmq1jNAOYxTi1fRUQ6kIOWQyH5HCaLBZQwzA+d8jE+6Bv5FK/wV87m+1yuiiZJK/pWI9KEmEW4gwm8RD8KWcF4397ifS/w/cxlMbvoyhTyOWZZbZhURETCUGaZTCWf7XTjDpYwwve1eN+xvoOpLOcV+jKbiWr5KiLSAe21LkymgCoyKKKYIX6kxfte66/zZdZQzBDu4Uq1fJW0o8omkWZUWpQZTOJVejGDZVzhu066zzA/xAJKOUw2kyngkGW3Q1IREQnDYctmCvkcIJv5lHKuHzzpPqN8NzNZymv04na1fBUR6dB2WjcKKSCCs4hi+nvZSfd5m2/hG6xmBQNZwDjiavkqaUifWpGTKLNMppHPVrozhyVc5Hub3HaIH6GIYqqIMJkC9lluOyYVEZEw7LNcCimgnCgLKeHMZq5cj/B9zGUJO+jGVPIos8x2TCoiImF403owhXy6EOMuiuntFU1uO963U8gKXqIfdzCBmCqaJE3pkyvSAkcsi0Ly2Ucu81jMeX7ghG36exmLKCaCU0gBO61rCElFRCQMu6wrhRQAUEQxA/3YCduc6weZTykHyK4dx0MtX0VEOo1N1pvpTKIP5RRRTHevPGGbK3wXM1hW16tiEpVq+SpprFWVTWb2ETN72cziZjamme3eY2brzexVM5sSeLyPmf3NzDbW/du7NXlE2tJBy2EyBRwjkwWUcJYfPr6ut1dwF8V0IcYU8nnTeoSYVCR1qJyQzmSrdWcK+eQSYxHF9PXy4+vO9CMspIRyokymgP1q+SoCqJyQzuUV68csJjKEoyyglC5efXzdRb6XOSxhK92ZRr5avkraa23LppeADwHFTW1gZhnAD4BrgYuAG83sorrVU4C/u/v5wN/r7oukrD11g/zVEKGIYgb5Ubp7JUUU04dyppHHJn3HEQlSOSGdymvWi2nk0YtKFlJCD69koB+jqO6/wGQK2K2WryJBKiekU3nOBjKX8QznIHNZTLbHOM8PMI/F7COXQvI5osmFpANoVWWTu6919/Un2Wws8Kq7v+buVcDvgOvr1l0PPFB3+wHgA63JI9Ietls3ppBPFnHuppi7KGYIR5nJJNZa37DjiaQUlRPSGa2zvsxgIoM5yl38i7v4FznEKCSfbdY97HgiKUXlhHRGy+wMihjLJexlASUsoJhjZDKZAg5aTtjxRJKiPcZsGgJsCdzfWvcYwEB33wFQ9++Adsgj0mqbrSdTyaMf5ZzLIeYxludNH1+R06RyQjqcF2wAcxnPORxmAOVMZxKvW6+wY4mkK5UT0uE8Y0P5AZdzKfvIIc5kCthjXcKOJZI0Jx1xzMyeBgY1smq6uz/SgnNYI495C/ZrmOPzwOfr7lY+7Q+9dKrHaGf9gKanLUsNytgKTwM/rL3ZD5btPfVPdbtK2dcxQBmT48L2PqHKidOWDp8nZWyFp4F5AHg/eEblROspY3KonKilciI5lLEVnga+BkBNP/iLyonWU8bkSEo5cdLKJnd/RyvPsRUYGrh/JrC97vYuMxvs7jvMbDCwu5kcPwF+AmBmq9y9yQEEU4EyJocyJocyJke6ZGzvc6qcOD3KmBzKmBzKmBzpkrG9z6ly4vQoY3IoY3IoY3KkS8ZkHKc9utGtBM43s3PMLAv4OPBo3bpHgZvqbt8EtOTKhoiIdCwqJ0REpDkqJ0RE0kyrKpvM7INmthWYAPyfmT1V9/gZZvYEgLvHgJuBp4C1wB/c/eW6QywE3mlmG4F31t0XEZEOQuWEiIg0R+WEiEjHdNJudM1x94eBhxt5fDvw3sD9J4AnGtluH/D20zj1T05jn/amjMmhjMmhjMmhjKdI5USzlDE5lDE5lDE5lPEUqZxoljImhzImhzImR6fJaO6pPQqZiIiIiIiIiIikj/YYs0lERERERERERDqJlK1sMrOPmNnLZhY3syZHazez95jZejN71cymBB7vY2Z/M7ONdf/2boOMJz2HmV1oZs8HlsNm9o26dbPNbFtg3XtPOEk7ZKzbbrOZvViXY9Wp7t/WGc1sqJn908zW1n0uvh5Y12avY1Ofr8B6M7Pv1a1/wcxGt3Tfdsz4ibpsL5jZEjO7LLCu0fc9hIxvM7NDgfdwZkv3bceMtwXyvWRmNWbWp25dm7+OZna/me02s0anaU6Fz2J7M5UT7ZaxbjuVEyeeU2VE+2RUGdGyjConAkxlRLvmrNtO5cSJ51Q50T4ZVU60LGP7lhPunpILMBK4EHgGGNPENhnAJuBcIAtYA1xUt24RMKXu9hSgqA0yntI56vLuBM6uuz8buLWNX8cWZQQ2A/1a+xzbKiMwGBhdd7s7sCHwXrfJ69jc5yuwzXuBJwEDxgPLW7pvO2acCPSuu33tWxmbe99DyPg24PHT2be9MjbY/jrgH+38OhYAo4GXmlgf6mcxjAWVE+2asanPeaq8jrRzOdHCv20qI5KT8W2ojGhJTpUTic9XZUQ752zqs54qryUqJ043o8qJJGRssH2nKCdStmWTu6919/Un2Wws8Kq7v+buVcDvgOvr1l0PPFB3+wHgA20Q81TP8XZgk7u/0QZZmtLa1yElXkd33+Huz9bdPkLtTCRD2iBLUHOfr7dcD/zSay0DepnZ4Bbu2y4Z3X2Jux+ou7sMOLMNcrQqYxvt25YZbwQebIMcTXL3YmB/M5uE/VlsdyonkkblxOlRGdFOGdto37bM2O5lBKicaEhlRFKpnDg9KifaKWMb7duWGTtFOZGylU0tNATYEri/lfo/GAPdfQfU/mEBBrTB+U/1HB/nxA/VzXVN1O5viyalp5DRgb+a2Woz+/xp7N8eGQEws2HAFcDywMNt8To29/k62TYt2be9MgZ9ltra6rc09b4nU0szTjCzNWb2pJldfIr7tldGzKwL8B7gj4GH2+N1PJmwP4upSuVE8jKqnEikMiI5VEa0n7A/j6lIZUTLqJw4PSonkkPlRPtJ6ucxmtRop8jMngYGNbJqurs/0pJDNPKYty5VgxM0k/EUj5MFvB+YGnj4PmAutZnnAvcAnwkp4yR3325mA4C/mdm6uprPpEji69iN2v+Y33D3w3UPJ+V1bOx0jTzW8PPV1DZt/tk8yflP3NDsGmoLiLzAw236vp9CxmepbRJ+1Gr7yP8ZOL+F+ybDqZznOmCxuwevCrTH63gyYX8W24TKCZUTpG45oTKi/TKqjEiOsD+PSacyInl/21ROqJw42XlUTjRL5UQjQq1scvd3tPIQW4GhgftnAtvrbu8ys8HuvqOu6dfuZGc0s1M5x7XAs+6+K3Ds47fN7KfA42FldPftdf/uNrOHqW0qV0wKvY5mlkltwfAbd/9T4NhJeR0b0dzn62TbZLVg3/bKiJmNAn4GXOvu+956vJn3vV0zBgp63P0JM/uhmfVryb7tlTHghKuK7fQ6nkzYn8U2oXJC5cSpZGznckJlRDtlVBmRNGF/HpNOZUTy/rapnFA50dx5VE60PmNApykn0r0b3UrgfDM7p662/+PAo3XrHgVuqrt9E9CSqxun6lTOcUK/zLo/hG/5INDoqPCtdNKMZtbVzLq/dRt4VyBLSryOZmbAz4G17n5vg3Vt9To29/kKZv8vqzUeOFTXdLcl+7ZLRjM7C/gT8J/uviHweHPve3tnHFT3HmNmY6n927SvJfu2V8a6bD2Bqwl8RtvxdTyZsD+LqUrlxMmpnDg9KiPaL6PKiOQI+/OYilRGtIzKidOjcqL9MqqcSI7kfh69jUc8P92F2v/kW4FKYBfwVN3jZwBPBLZ7L7UzCWyitsnsW4/3Bf4ObKz7t08bZGz0HI1k7ELth71ng/1/BbwIvFD3Zg0OIyO1o8qvqVteTsXXkdrmml73Wj1ft7y3rV/Hxj5fwBeBL9bdNuAHdetfJDDbSVOfzTZ4/U6W8WfAgcDrtupk73sIGW+uy7CG2oEHJ6ba61h3/1PA7xrs1y6vI7VfMHcA1dT+bfxsqn0W23tB5US7ZWzuc54qryMhlBMn+7uRCv8vW5BRZUQSMtbd/xQhlRF151I5kfh6qIxox5zNfdZT5bVE5cTpZlQ5kYSMdfc/RScqJ6xuRxERERERERERkVZL9250IiIiIiIiIiKSQlTZJCIiIiIiIiIiSaPKJhERERERERERSRpVNomIiIiIiIiISNKosklERERERERERJJGlU0iIiIiIiIiIpI0qmwSEREREREREZGkUWWTiIiIiIiIiIgkjSqbREREREREREQkaVTZJCIiIiIiIiIiSaPKJhERERERERERSRpVNomIiIiIiIiISNKosklERERERERERJJGlU0iIiIiIiIiIpI0qmwSEREREREREZGkUWWTiIiIiIiIiIgkjSqbREREREREREQkaVTZJCIiIiIiIiIiSaPKJhERERERERERSRpVNomIiIiIiIiISNKosklERERERERERJJGlU0iIiIiIiIiIpI0qmwSEREREREREZGkUWWTiIiIiIiIiIgkjSqbREREREREREQkaVTZJCIiIiIiIiIiSaPKJhERERERERERSRpVNomIiIiIiIiISNKosklERERERERERJJGlU0iIiIiIiIiIpI0qmwSEREREREREZGkUWWTiIiIiIiIiIgkjSqbREREREREREQkaVTZJCIiIiIiIiIiSaPKJhERERERERERSRpVNomIiIiIiIiISNKosklERERERERERJJGlU0iIiIiIiIiIpI0qmwSaYaZZZvZz83sDTM7YmbPmdm1zWzfx8weNrNjdfv8x6msFxGR9HIq5cTJtjWzZ8yswsyO1i3r2++ZiIhIWziN3xPNlgX6PSHpQpVNIs2LAluAq4GewAzgD2Y2rIntfwBUAQOBTwD3mdnFp7BeRETSy6mUEy3Z9mZ371a3XNiWwUVEpF2c6u8JaL4s0O8JSQuqbJK0Zmaj664OHDGz/zWz35vZnck6vrsfc/fZ7r7Z3ePu/jjwOnBlI1m6Ah8GZrj7UXcvBR4F/rMl6xs5XsTMZprZFjPbbmbXmVmVmfVO1vMTEenoUqmcOJVtW0LlhIhI66VSOdGCrPo9IWlDlU2StswsC3gY+AXQB3gQ+GAz2z9uZgebWB5v4TkHAhcALzey+gKgxt03BB5bA1zcwvUNzQbeAYwHLgKmAbvc/UBLsoqIdHYpWE60ZNsFZrbXzBab2dtOcojZqJwQETltKVxONFUW6PeEpI1o2AFEWmE8tZ/h77m7A38ysxVNbezu72vNycwsE/gN8IC7r2tkk27AoQaPHQK6t3B98Fz9gW8CV7j7trrH/gpcddpPQESk80m1cuJk2xYCr1DbPeLjwGNmdrm7b2pkf5UTIiKtl4rlRHNlgX5PSNpQyyZJZ2cA2+oKhrdsaYsTmVkE+BW1f/RvbmKzo0CPBo/1AI60cH3Q24FX3f3VwGN9gBdPIbaISGeXauVEs9u6+3J3P+Lule7+ALAYeG8Th1E5ISLSeilXTpykLNDvCUkbqmySdLYDGGJmFnhsaFMbm9mTgVkdGi5PNrOfAT+ndhC+D7t7dRObbgCiZnZ+4LHLqG8ie7L1Qf2A7YEMGcC1wAuBxz5mZsV1zWs/2lR+EZFOLNXKiVPaFnDAmljXbDmhMkJEpEVSrpxoRLAs0O8JSRuqbJJ0thSoAW42s6iZXQ+MbWpjd782MKtDw6XJ6UeB+4CRwHXuXt7M8Y8BfwLuMLOuZjYJuJ7aKxgnXd/AWmCimZ1nZj2A7wHDqbsSYWaXA58C3u7uk6jtay4iIolSqpxoblsz62Vm7zaznLqsnwAKgKeaOE6T5YTKCBGRFkupcuJkZYF+T0g6UWWTpC13rwI+BHwWOAh8EngcqEzWOczsbOALwOXAzsCVi0/UrX/SzKYFdvkykAvspnaAwS+5+8unsP6t5/b3uvXPAauA54Ey4K2+3e8D7n3rqsgpXh0REekUUq2cOMm2mcCdwB5gL/BV4APuvr6J59ZcOaEyQkSkBVKtnKBlZYF+T0hasMTuqSLpzcyWAz9y9/8JO0symdkXgX939+vq7t8D/NXdnzKzqLvHwk0oIpIeOkM5oTJCROT0dYZyou6+ygppU6pskrRmZlcD66mt+f8E8CPgXHffEWqwVjKz8dT2Id9C7eB+vwHe7+7L6taPBP6H2qsuK9z9trCyioikss5YTqiMEBFpuc5YTtStV1khbSqajIOY2f3UNsPb7e6XNLLegO9SO4p+GfApd3+2bt176tZlAD9z94XJyCSdxoXAH6idBnQTcEO6Fwx1rgD+j9qmtBuo/T+z7K2V7r6W2qlaRdKCygkJUacrJ1RGSLpRGSEh63TlBKiskLaXlJZNZlZA7TSMv2yigHgvtf1N3wuMA77r7uPqRsTfALwT2AqsBG5091daHUpERFKGygkREWmKyggRkY4nKQOEu3sxsL+ZTa6ntvDwutrUXmY2mNqR/l9199fqBmf7Xd22IiLSgaicEBGRpqiMEBHpeNprNroh1PYVfcvWuseaelxERDoXlRMiItIUlREiImkmKWM2tYA18pg38/iJBzD7PPB5gAwyruxCj+SlEzllzgDK6VU3K+pRMtlBV7zRj7RI+znCgb3u3j/sHKdB5YR0KIYzmGN0o3Ym6YNks5tcGv9Ii7SfNC0nWl1GgMoJSS1dqOJMjiU8toHeIaURqZescqK9Kpu2AkMD988EtgNZTTx+Anf/CfATgB7Wx8fZ29smqUgL3OQv8UnW8UfOYwdduZk1PE0PFnEVbvohIeF52h96I+wMp0nlhHQY5s6trOJdHOQ+RtGPcj7CRh5kGPfbpWHHk04uTcuJVpcRoHJCUsdQ38/P+QcAZRhd6i5ZV3GQf7cPhxtOOr1klRPt1Y3uUeC/rNZ44FDdCP8rgfPN7BwzywI+XretSMr6qK/nk6zjCc7hR1zGI3Y+93Mx7+BNvspzkIRB90U6IZUT0jG48xWe5128wQNcxJ/sAn7CKB7nXG5kPTf62rATiqQjlRHSYfT3w/ycf2BAJcYH7MN8gnfhQBbOo/6nsCOKJEVSWjaZ2YPA24B+ZrYVmEXtFIu4+4+AJ6idPeJVaqcr/XTdupiZ3Qw8Re10pfe7+8vJyCTSFq7zTfw/XuQfDOW7jIa6VkwP2khyPcaNrKecKD/1S4+vExGVE9J5fIaXuJ5N/IEL+DUjax8043t+BTnE+AwvU+5R/mznhxtUJIWojJDOItsr+Q1/xYBqjOvqWjHtsR580a/mR/yLHOL8yf/Mh+wDoWYVaa2kVDa5+40nWe/AV5pY9wS1BYhISnuHv8HXeI4lDGYRVxFvUJl0P5eQS4yPsoFyovyai0JKKpJ6VE5IZ3Cjr+VG1vMY5/JTEi86uBl3+RhyiPEV1lDuUZ6yc0JMK5I6VEZIp+CVPMZjGFADvLdBd7nXrD9TfQILWEo3YvzOH+Xj9v5QoookQ3t1oxNJa3m+lVtZybMM4E7GU2ON/Ncx44dczlOczU28wod8Q/sHFRGRUHzAN/IZXuZpzuK/uaLR1q1xizCfcaxiIN9kNQW+pZEjiYhIh+OVPFVX0RQH3mM3NLrZahvCQq4EoA9V/I+rHlXSlyqbRE7iKt/BNJazjr7MYiLVltHktm7GvVxJMUP4Ei9wrb/WjklFRCQM7/bX+QprKOUM7mJMsxNFVFsGs5nAK/RlKisY502OZSwiIh3EX3iMCLVTJb6b65rd9h92Dj/mEgCGUMYP/K9tH1CkDaiySaQZo3wPs1jKZnoynUlU2Ml7nsYtwgLGsZxBfINnucbfbIekIiIShgLfwjdZzUoGMp9xxBtr+dpApUW5nTxeoxczWcblvrsdkoqISBie9IfIoLai6TquA8s+6T5/tBH8jvMAOJ/DFPk/2jakSBtQZZNIEy70/cxlMTvpylTyOWZZLd43ZhHuYAIv0J9CVjJBV65FRDqccb6dqazgZfoxhwnNtnxtqMwymUIe2+jGHSxmpO9rw6QiIhKGx/2PRKmtaLqBd1HZgoqmt9xvl/MXhgJwBfu53Re3TUiRNqLKJpFGnOMHmU8JB8mmkAIOnULB8JYqy2AmE9lAb25nGaN9VxskFRGRMFzuu5nJMjbRixlMorIFLV8bOmLZTCGf/eQyn1KG+8HkBxURkVA84g+ThePAp3gXh63HKR/jXhvHEgYCUMAOvuqrkpxSpO2oskmkgSF+hIWUUEmUQgrYZ7mnfaxyy2Q6eWyhO7NZwsW+N4lJRUQkDCN9H3ewmG10Yyp5lFnmaR9rv+UymXzKiLKAEob64SQmFRGRMPyvP0IuNQDczNVsP42KprfMtnxepDcA17GZ//IXkpJRpK2pskkkYIAfYxHFGFBIPjuta6uPecSymEI+e8llHqWc5wdaH1REREIx3A8yj1L2k8sU8jlyGi1fG9ptXZlMAQBFlDDIj7X6mCIiEo7f+OP0pBqAGYxjg/Vv9TG/ZW/ndboD8Ek28O+a9VrSgCqbROr08XIWUUIuMaaSz5ZWXIFo6KDlUEgBR8hiISWcpSvXIiJpZ6gfZgEllBNlMvnsb0XL14a2WXcKySebGEUU09fLk3ZsERFpHz/zJ+lPBQD3cjnLbWjSjv0Fezc7yQHg67zARH8jaccWaQuqbBIBunslCymhD+VMJ49N1ivp59hjXSikgBgRFlHMYD+a9HOIiEjbGOTHKKIEByZTwO4ktHxt6HXrxTTy6UUlRRTT0yuTfg4REWkb3/OnOYvalqk/ZwR/sfOSfo7/svdxkNpJi2azkos1JqykMFU2SafXxatZQClDOMpMJrHW+rbZubZbNwrJJ0qcRRTTz8va7FwiIpIcfb2cIorJJkYhBWyz7m12rvXWhxlMYhDHWEAJXb2qzc4lIiLJMc//xQgOAvAnzuH3dkmbneuj9n6OUTv76bcpYajvb7NzibSGKpukU8v2GHNZzHAOMocJPG8D2vycb1hPppJPd6ooooReXtHm5xQRkdPT02tbGfWikmnks9l6tvk5X7D+zGECwzjEPBaT47E2P6eIiJyeyb6Uq9gDwD84gx/ZlW1+zg/aB6nEMODn/IMeGqJDUpAqm6TTyvQaZrOUi9nLAsaywga327k3Wm+mk8cAylhICd105VpEJOV09SoWUMIgjjGDSay3Pu127pU2mPmMYwT7mMMSMr2m3c4tIiIt80VfzTvYBsBK+rPQJrbbua+zDxMDDHiIv5KtrteSYlTZJJ1SxONMYzlj2MW3GUNxEgfva6mXrR+zmMhQjjCfUnK9ut0ziIhI43I8xjwWM4xDzGYiLyRhNqFTVWpncg9jGM1uZrCMDI+3ewYREWncx/wlPsTrAKyjF9Pt6nbPcK3dQA21FU6P8RiowklSiCqbpNMxd25jFXls5/tczlM2LLQsz9pA7mQ8F3CAO1hClq5ci4iELtNrmMMSRrCP+YxjlQ0KLcvfbBjf4womsINCVhJxDy2LiIjUeo+/ymdZB8CbdOVr9o7wsnAdcWornJ5ShZOkEFU2Sefizld5jnfwJvdzMY+0wSwRp2qpnUERVzGKPcxkKVFduRYRCU2Gx5nBMkazm7u5ilI7M+xIPGbD+RmXcA1b+DrPgiqcRERCM863cAvPA7CHHD5n14YbyLJ5N9fh1P64/wuPhZtHpI4qm6TzcOf/8SLX8RoPciEP2siwEx33TzuL7zKacexkCiuIqMJJRKTdRdwpZCUT2MH3uIKn7eywIx33exvBbxjBe3mdL7JGFU4iIiG4wPcwl+UAHCKTT9j7Qk5Ux7K5rq7CKQN40h8KO5GIKpuk8/gEa/koG3iE4dxP201HerqesHP5EaO4mq3cwmpMPyRERNqPO1/nWa5hCz/lUh6z4WEnOsEvuJiHOY8P8yr/xSthxxER6VTO8MN8n38BUE4GH7HrQ06UqNKyuYF34UAUeNz/GHYk6eRU2SSdwgd9I5/iFf7K2fyAy8Es7EiN+qNdwC8Zybt5gy/pyrWISPtw54us4b28zm8YwR/swrATNc6M+7iMvzCM/2QtN/j6sBOJiHQKPfwwv+CvGFCFcb19MOxIjTpsPfhUXYVTFs4j/nDYkaQTU2WTdHjX+ut8mTUUM4R7uBJP0Yqmt/yKi3iI8/kgr/JpXg47johIh/dfvMKHeZWHOY9fcHHYcZrlZnybK3mGM/kCL/I+3xR2JBGRDi3bK3morqIpBrzPPhx2pGZttx58k3wAcqnhf/2RkBNJZ6XKJunQrvE3+QarWcEgFjCOuKXBR96MHzOKxzmH/2AdH/N1YScSEemwbvD1/CdreZJh3MdlKdvyNShuRhFjWcYgvspzvN3fCDuSiEjH5JU8xmMYEAeutRvCTtQiL9tAZnMVAD2p5tf+eMiJpDNKg1/eIqdngm+nkJW8SD/mMIFYOlQ0vcWM/2Y0f2con+MlrvdXw04kItLhvM838QVe5J+cyXfSoOVrUMwizGUCa+jPbaxikm8LO5KISIfzVKCi6d1cF3acU7LEzuZeLgdgABX8zP8SbiDpdNLo17dIy13hu7idZWygFzOYRJVlhB3plMXNuIurWMwZ3MzzvMs3hx1JRKTDeLu/wVd5jqUMpoixxNOoouktVZbBTCaxnt5MZxljfGfYkUREOoy/+ENEAKeuosmyw450yv5i5/FzRgBwFkf5jj8dciLpTFTZJB3Oxb6XOSxhC92ZTj7llhl2pNNWYxHmMY7VDOAWVlHgW8OOJCKS9ib5Nm5jFWvoz1zGU5NOLV8bqLAo08njDXoyi6Vc6nvCjiQikvae8D+SQW1F0w1pWtH0lt/bJfyZcwC4iIPM9eKQE0lnkb7frkQacZ4fYB6l7CWXKeRzxLLCjtRq1ZbBbCbyCn2ZynLG+o6wI4mIpK0xvpPpLGMdvZnJJKrTsOVrQ0cti6nksZsuzGUxF/j+sCOJiKStx/yPZOI48AnexeE0rmh6yw/tSv7BGQCMYzeTfWnIiaQzUGWTdBhn+WEWUsIRsiikgIOWE3akpKmwKLeTx2v0YiZLGeW7w44kIpJ2LvU9zGIpb9CT6eRRYdGwIyXNQcuhkHwOk8UCShnmh8KOJCKSdv7kfya7rqLps/wbe6xH2JGSZqFNZDX9AHgH2/i8PxtyIunoVNkkHcJgP8oiiokRoZAC9liXsCMlXZllMpU8dtCNuSxhhO8LO5KISNq4wPczl8XspgtTyOdYB2j52tBe68JkCqgiQhHFDPEjYUcSEUkbv/dH6UYMgNuYxBbrE3Ki5Jtqb2M9PQG4gdf4iL8SbiDp0FTZJGmvn5exiGIyiVNIPtutW9iR2sxhy6aQfA6QzXxKOdcPhh1JRCTlDfNDLKCUw2QzmQIOdYAuEU3Zad0opIAIThEl9PeysCOJiKS8X/r/0ZsqAOYyhjU2OOREbeer9k62Unth/v/xCu/wTSEnko5KlU2S1np5BUWU0J0qppLHG9Yz7Ehtbr/lUkgB5URZSAln6sq1iEiThvgRiiimigiTyWef5YYdqc29aT2YQj5dqWYRxfT2irAjiYikrB/6XxlEOQDf5xJKbFi4gdrBZ+y97KX2wstknmOcbwk5kXREqmyStNXNq1hICQMo43YmsaEDNnVtyi7rSiEFABRRzEA/FnIiEZHU09/LKKKECE4hBezswC1fG9pkvZnOJPpSzkJK6O5VYUcSEUk5d/vfOY/DADzI+TxqI0JO1H7+w67jCLVjF85lORdoNlNJMlU2SVrK9WrmUcpQjjCbCbxk/cOO1O62Rnoyxa4mlxiLKKFfZg2RrI43BomIyOno7RUsopiuVDOFfN7sQIO8tohFeCUygFmWx5kcYT6ldI3EsYz0n31PRCQZZnopozgAwP9xFv9jl4WcqP192D5ABbXlwvf5F2f4ETBVEUhy6JMkaSfLa5jDEi7kAPMYx2obFHak0LxmvZhmBfSigoXV/6CHukqIiNC9ruVrX8qZziQ2We+wI4XmORvInTaB8znAHTUlZHss7EgiIqH7uq8gj50AlDKI79rYkBOF5/32QaoxDPgFT9Ejrt8TkhyqbJK0EvU4M1jKZexhEVexxIaEHSl066wvszKvZpAfZX71P+ni1WFHEhEJTRevZj4lnMkRZjGRV6xf2JFCt9SGUBQZxyXsYWZ8MZleE3YkEZHQfNrX8O+8CcAL9OYOyws5Ufj+3T5MDDDgIR4l2yvDjiQdgCqbJG1E3ClkBePZyXcZzT/srLAjpYwXIgOZG81jmB9iHqXk6Mq1iHRC2R5jLos5j4PMZTzP2cCwI6WMZyJn853IGK7ynUxlBRGPhx1JRKTdvd/XcSMbAXiVHtxqbw85Ueq4NvJR4tRWOD3GY6AKJ2klVTZJWjB3vslq3sZWfswonrBzW3GwSOKSrjx+fLHcXFZ1O4+iLm9jJPuZk7WK3P6dt9uIiHQ+mV7DTJZyCXspYizL7IywI4UrUEbgcSwri6dyRvKjzDHks43bsl8ks0/nmVhDRCTfN3MzLwGwg1y+bO8KOVFqieRkc23GR3FqK5ye4jGiZw8NO5aksTT+pS2dhjtfYg3vYTO/ZCQP2QVhJ0pZpVnn8J0eb2N01VamHPobGbpyLSKdQMTjTGUFY9nFt7mSZ0xfjpvycOZIftllDO+o3MiXj5WCe9iRRETa3GW+gxmsAuAAWdxk/x5yohSVnc176iqcIsDjm78TciBJZ0mpbDKz95jZejN71cymNLL+NjN7vm55ycxqzGrnqTezzWb2Yt26VcnIIx3Lp3mZD/IqD3E+v+KisOOkvKdzR/CD7vlMrNzMbawkoh8SkgJUTkhbMXduZRX5bOOHXMZf7JywI6W8B3NH87+5l/G+ilf4HC+qwklSgsoJaSvn+h7uYjEAR4nyMXt/yIlSXHY2Hx/8WRzIwHnC/xh2IklT0dYewMwygB8A7wS2AivN7FF3f+Wtbdz9LuCuuu2vA77p7vsDh7nG3fe2Not0PB/zdfwH6/g/zuHHjAKzFu8bnN450r17/ePZWQnbxY8crb9dHph9IY1aBdUcOnT8dnT4OTzefTy5WcZn9hVT2bc/3z3r38GM+HOvNHMUkbahckLajDs38xzv5E3+h4t52M4/tf0DXakjuTmBhxOvxcUr6set8JrA4NppVE7Ey8uP34707sX9/5+9+w7Psjz/P/4+k5Cw995bBAWRTYZ1gQsn/drWttqlttVaRwlDEEFGsK2t9Wdrt21tawuuuKCOmoQ9FARERED23ishyfn7IymiooyM6xmf13HkICHPQ95QmyvPeV/3faekUy2hmBsPvsuRRk35Z8NUAApXfBAqUeKY1gmpKI18H7/hLQw4TALX27Vn/GclVK9+7H1L/vj1RPGBg594XCysE/uaNeHmlt/iyQ1/ogrOCzzHkPQHAbDct0MlSpQpj51NfYFV7r7a3QuAfwLXfMHjvwr8oxy+rsS4a3wV32Upr9OKRzn/tAZNAv+u149/NEnjip2LuHXjf3TkWkLSOiHlz53v8i5Xs5qn6czf6RK6KLqY8XidC3itzjncvD2Ha3bND10k8U3rhJS72p7PU8zAgAKMq+360ElRZXtKA37Y/Ks4UNULeXbmuNBJEmXKY9jUAlh/3McbSn/vM8ysOnAZcPxePAdmmNlCM7v1876Imd1qZgvMbMFRdGX8WHepr+UO3mEmzXmYPhRr0HRG/tz8Qp5r1Jcbts3hpi05oXMkfmmdkHL3NVZwIyt5gfb8nnN1QOIMuBmPNLuSmbU6c/vW1xi0Z3HoJIlfWiekfHk+U8nGgCLgSrshdFFUWlOtBfd1vRmAmkX5/GvWhMBFEk3KY9h0op/uPm8LxRBg5qe2vKa6+/nA5cAPzSzjRE9099+6e293712FlLIVS0RL9w3cywIW0pgJ9KMomu8YF5oZv2k5mBn1e/DNzW9xg68MXSTxSeuElKvr/AO+xTL+Q2seo6cGTWVQbAlkNb+GBTXacdfml7nA15/8SSLlT+uElB/PZ3rpoKkYuMyGhi6KaosbdmZSp5JdYfUKD/GkvxS4SKJFma/ZRMmRh+Nv+9IS2PQ5j/0Kn9ry6u6bSn/dZmbPUrKNVlsw4lRf38wI5vIeDRjLQI5a4smfdLzjBlOJLZode3//+R8fHPNPza5qv7P14w82fPyfbnFBwel97QhRtHbdsfe33NEPgGHF38Bfgds/WMy6b7XnHxf1peM3FoVKlPijdULKzWBfww9YTC4t+Cm98dMZNH3q4EXScevEoR4frxN29JPX2Kj27oZj7xdt237sfS8iKhVu2nzs/eKOPSkAxjT6JpPffZLMA/PZMrwtb/U9i6bX6jp/Umm0Tki5mU42CZRMKwczpEx/VlLrlsfe33p5649///DHs9AGr676xHOKdn48B43adWL12mPv55/bhFfqD6Bm0hHufO9lmnGYP3eYwS+nDuLtnuEaJfKVx5aR+UAnM2tnZsmULAAvfPpBZlYHuAB4/rjfq2Fmtf73PjAIWFoOTRKFuvs2xjCbNdRhFGkcsfKYhQpAcUICIy67idfPO4uH/vQ818x8J3SSxBetE1IuLvD13MNC5tGESfSlWDtfy01+YjKjzvkG77drys+mTKXf4tWhkyS+aJ2QcvGKTz02aBrCEDDtYCsv/z7rQv7SoWTTYPNV+/jet98IXCSRrsw/pbl7IXAHMB14D/iXuy8zs9vN7PbjHnodMMPdj79cfxMgz8wWA/OAl9z91bI2SfTp4jsZzyw2U5MRpHPIqoROijmFiUn88EdfY87Z7fjpE1MZ6BtDJ0mc0Doh5aG/b2I481hKQ8Yx4PR3vspJHUqqyu0PfI11zRvw6MSnOdt3hk6SOKF1QsrDSz6NJEoGTUMZQr4GTeXu9+cOYe7VJTu8Oi7axRjPC1wkkcw8Cu9QVdvqez+7OHSGlJN2voef8hb7SeZevsROq3bGf1ZCyse3ri7u9fGdiTalf3yr0uS9n3xO0ze3ffycNR+fghatp9EdL7FWrU98/PL7eXCgGLtxI4XvFvD4IxfyXv9mfNjnSKBCKW+v+dSF7t47dEdoWidiS0/fykPMZDV1yCTjjA9IJBx3q2qAor5dj72/4aKP14lq2z7xMJpmrz32fuGmLR9/Iopuaf15LPGTQ7vJH84iaVsRnb+8jZRdxfjUFnBuVQY37xGoUMqb1okSWidiywv+LFUpOWftFgaxyWqf0Z9jSZ9cX45c9vF5Yhu+cvTY+1WXffx6pc1f1n7iObG+TvxidS4tbtlO7TdK/j38KzXhkWZaJ2JIea0T2n8uQbX0/WSRyxGSyCSjTIMmOUU1E/CnmrOlXR2+f+9/6fDOtpM+RUQklLN9Jw8yi43UZCRp2vlaCQobJ7LqqUZQMwH7yiZYGf0HX0Qkdk3z544Nmu7ggjMeNMmp2/jnRhzsU3LJE/vnAZi0/STPkHikYZME08QPklV67cZMMthqNQIXxZG6iTz62MXsalqDO+56k06+O3SRiMhndPDdTCSPnVQjkwz265SISlPQMgn/dwtIBLtxA039QOgkEZHPeMqzqUUhAKPpx0pr+FLi6wAAkbRJREFUFLgofqyb1hg/q+QAkD26h6t9ReAiiTQaNkkQ9f0wWeRQjUKGk84Gq3XyJ0m52l+/Kr94/GIO1klmErm08b0nf5KISCVp7fuYTC4HqcIwMthtVU/+JClf7ZPxp1tAvjOFXBr44dBFIiLH/NFfphH5AEyhJ3Ot1UmeIeXuv23xliWn2d3BUtJ9bdgeiSi63ZdUutqeTxa51OcIw8hgtdUttz/bCz8+lzpp48cXNm065+O5atL+/E8+Z/vHjys+WlhuLZGgaP/+T3x8RefUY++vvbs7AAuvP5t//vpRpjCL+1rdxObkehR+8GGldoqIHK+pHyCLHIoxMklnu1U/+ZNOgRd98h7UVTZ8vKuz2ayPfyRK3n7oE48r3vHxbaxj4fobx/v0v8nwjmnH3t/wkz4AnHPNOv70l8eZUmUOP+l4M7uWr0NEJKRf+X9oScn36t/RldesQ/n8wZ/6Hl9jxY5j77f8Z8Nj71fb9PFB2uJdnzpDIMbXiR+3Tz/2/tYf9oMb4PUnRtPgyEFGs4DMFu15e2Ns/RvImdHOJqlU1f0ok8ijGQcYTSorrEHopLi3vn5DRra8kUQvZtKGf9Lw6L7QSSISxxr4YaaQSzLFZJLBRu18DW5p89Y80O4rNC7Yy4QPn6KG6xpOIhLOBH+LsygZ9kylPf+2rid5hlS0i28bz4GEkptwZG34F61810meIfFAwyapNFW9kIfIoz17GMcAFlvj0ElSal1KQ0a1/D9qFh9h0oanqeu6O52IVL66foQp5FCbfEaQxlqrEzpJSi2t2Ybxbb9Mm/ztTCCPqh5bO4FFJDoM91n0oeRi1K/Rgt/a+YGL5H++3OU+8knEgD/wBo1cB7Djnbl76IbTpluVRp8qXsR4ZnIe25hIf3KsZYV/zeNv02kpx11UtuiT2zqLC447Qhtj216/kH08a/7f7cC7Fm9jUsHrbKQmP+EC9lvy5z1bIpRuaV1C60T0qeEF/JQcWrKfkaTxbiVc5PUT68Rx73vxJ382Ov4U7Xj1v9uBpxWvZ1RRHktoxCjSOGqJJ3mmRBqtEyW0TkSf230h17MGgLk0ZrRlVPjX/MQ6kfTx3VCPP7VMa0SJ//37vHT0n1TBcWAIQ8jXzT2iTnmtE9rZJBUu0YsZyVx6sY2f07tSBk1yZpYnNGZslS/Riv1MIJdqrsVTRCpeVS9kAnm0YS8PMqBSBk1yZvISWvFT+tCT7YxmDonxdJBGRIK50ZceGzQtp26lDJrkzFxZ5SsUAQZkkw2ef7KnSIzSsEkqlLlzHwtIYxOPcR4zrG3oJDmJtxOb8RD96cwexjGLZC86+ZNERM5QFS9iHDPpwm4m0p8F1jR0kpzEa9aGR+nJADaTyTwSonCXvIhEj8t8Fd9hBQDrqMmP7ZLARXIyl9lQiikZOE3XwCluadgkFcedH/E2l7COP3AOz1vH0EVyimZbc7LoQ3e28wCzSdKRaxGpAIlezGjm0JPt/JTe5FmL0ElyirKtA7/jXC5kAz9mIaaBk4hUgH6+nnt4B4BtVOW7dlnYIDllgxmCUzJweJXs0DkSQNLJHyJyBty5lSVcxWr+wVn807pUfsLx51IfOvQFj4xTxw2QivM/e0HwN601Vb2Qe1jECOYywftRbJpPi0j5SHAnk3kMYDO/pCevWZtKb/jEOlGkXZxf5ETXJPmXnUU1P8rXWcFhkvi19wCzAHUiEou6+VbGMxeAvVTh63ZVpTdonTh1n1knLIUhPoRsskkEXvGpXG5Dg7RJGHrlKBXi67zHl/mAZ+nIHzkndI6coVesPb+mOxls5F4duRaRcmLu/JiFXMgGfsu5vGgdQifJGXqSbjxDR65nFTezLHSOiMSI5r6PR8gF4DCJfNmuCVwkZyLfUhjKIJySXS4v+rTQSVKJNGyScneDr+RmljOdNvwaHeWMds9YZ56kK4P4iB/yDmjgJCJl4c7tLOZy1vI3zubfdlboIikLM35ND16hLV9nBf/n74cuEpEoV9v38WdmYEABxjV2XegkKYN9VptbSgdOyTjP+7Ohk6SSaNgk5eoKX83tLOEtWvJzeuMaNMWEv3E2/6Iz1/Ah32Zp6BwRiWI3s4zrWcU0OvIkXUPnSHkw4xf04k1a8T3eZYh/GLpIRKJUiucztXTQVAhcZTeETpJysMlqcwcXAFCNIv7tzwcuksqgYZOUm4t8HXexiLk0ZTJ9KdagKXaY8TvOJZv2fJX3+aq/F7pIRKLQ//n7fJ0VvEw7fqOdrzGl2Iws+jCbZiU3B/GPQieJSLTxfLLJxoAi0PV9YsxKa8Ro+gFQh6M85S8GLpKKpmGTlIsBvolhzGcJjRjHAAp1IenYY8av6MlrtObbLOMaXxW6SESiyBD/kO/xLm/Sil9yvgZNMajIEhhPfxbRmPuYT5pvDJ0kIlFkeumgqRi4jCGhc6QCzLVW/JzzAGjEEX7vr4QNkgqliYCU2fm+lfuZw0rqMYaBFFhi6CSpIG7Gw/Qmj+bcwTsM9rWhk0QkClziH/Ej3mY2zciij3a+xrCjlsgDDGQF9RnJHHr7ltBJIhIFXvWpJAAODGYIWEroJKkgr1pH/kDJncpbc5BH/bXARVJRNGySMunmOxjLLNZTi5GkcdiqhE6SClZsCUykHwtowt0sIMM3hE4SkQiW5hu4j/ksojHj6U+Rdr7GvCOWxCjS+Ig6jGUW5/r20EkiEsFe8akkUjJoGqJBU1x42s7hGdoB0IU9TPC3AhdJRdBPfHLGOvluJpDHDqoxnHQOWHLoJKkkRy2RsQxgOQ0YwVz6+ubQSSISgXr7FkYylxU04AEGclQ7X+PGQUtmOOlspQbjmUln3xU6SUQiULZPI4mSQdNQBpGvQVPc+I314g2aA9CH7Qzz2YGLpLxp2CRnpI3vZRK57CeZTDLYY1VDJ0kly7ck7ieN1dTlAWbTw7eFThKRCHKub2css1hLHUaRyhFLCp0klWyvpTCMDPaRwiRyaet7QyeJSAR51p8lBceB73AR+6x26CSpZJNtIPNpBMAlbOR2Xxi4SMqThk1y2pr5AbLIpZAEhpHBdqseOkkCOWRVGE4aG6nJeGZytu8MnSQiEaCz72I8M9lCDUaQzkHtfI1bO60aw8iggESyyKGF7w+dJCIR4F/+AjUoAuBu0llv9QMXSSij7AJWUBeA61nDjb40bJCUGw2b5LQ08kNMIYckihlGBputZugkCWy/pTCcdHZRjQnk0cH3hE4SkYDalu583UcKmWSwV6dExL0tVoNMMkjAmUIOjf1g6CQRCegv/iJ1KQBgPL1ZZk0CF0loP7JLWEcNAL7DCi7TXa9jgoZNcsrq+hGyyKEWBQwnnXXa6iqldlk1hpHOYZKYRC6tfF/oJBEJoIXvJ4sc8kliGBnstGqhkyRCrLPaDCed6hQyhVzq++HQSSISwBM+naYcAeCXdCfX2oYNkojxXbuc7ZRcmuUe3qGfrw9cJGWlYZOcklpewGRyachhRpHGKqsXOkkizDarwTAycCCLXJrqyLVIXGnsB5lCDgZkks4WqxE6SSLMh1aPkaRRn8NMJpdanh86SUQq0c/8ddpRcirt3+jMS9Y5cJFEmpvsKvZScnfz8cyls+5mGtU0bJKTquZHmUAurdjPWAayzBqGTpIItdFqMZx0Uigkixwa6Mi1SFyo74eZQi7VKGQE6azXzlf5HO9ZA8aQSgsOMIk8qvvR0EkiUgnGei7nshuAbNryF+seuEgi1ZftGg5Tcvfax3iL5jpjImpp2CRfKNmLGMcsOrOHh+jPIp1TLSexxuoyknTqkk8WOdTRkWuRmFbL85lMLvVLd75+aHVDJ0mEe8caM47+dGAP45lJiheGThKRCnSPz2UgWwHIoRm/st6BiyTSXWPXUYBhwJ+ZQW0NnKKShk3yuZK8mDHMpjvbyaIPs6156CSJEu9bfUaTSlMOMolcHbkWiVHV/SiTyKMFBxhDKu9Zg9BJEiXmWnMm05du7OABZlPFi0IniUgF+JYv5jJKrr2ziAY8ZKmBiyRaXGU3UAgYMJUZpOgAdtTRsElOKMGLGc48+rGFX3I+b1rr0EkSZZZYIx5kAG3ZywTyqKoj1yIxJcULGc9MOrCHcfTnHWscOkmizFvWikfoRR+2MpK5JHhx6CQRKUc3+Aq+ygcAfEBthtuFgYsk2lxuQymmZOCUTTZo4BRVNGySzzB37mEhF7CB39Cdl6196CSJUvOtGRPpx9nsZCyzdORaJEZU8SLGMptu7GAyfZmrna9yhqZbOx6nB2ls4j4WYO6hk0SkHFzka7iNpQBspDo/tEGBiyRaDWbIsYHTdLJD58hp0LBJPsmdH/AOg/mIJ+nKNN0lQsooz1ryM3rTi23czxwSdeRaJKoleDEjmUtvtvIIvXjLWoVOkij3rHXiT3TjUtZxJ2+DBk4iUa2Hb2Y4CwHYRTLfsisCF0lUsxQGMwSnZHjxqk8NXSSnSMMm+YRvs5Rr+ZB/04m/cXboHIkR/7G2PEpPBrKZYcwnQS8kRKKSuXMfC0hjE/+PHky3dqGTJEb8nS48TWeGsJrv8q4GTiJRqr1v52FmAnCAJL5iVwcukphgKQwtHTglAi/7tNBFcgo0bJJjvuIr+Crv8yLt+S3dwSx0ksSQbOvA7zmHi1jPXSzSCwmRaOPOnbzNpazjT3TjOesUukhiiRm/51xeoAM3spKbeC90kYicpka+j9/wFgYcIYHr7drQSRJD9lkKNzEIB6rgZGvgFPE0bBIArvFVfIelvEZrHqWnBk1SIZ62LjxFF65gDbexRAMnkWjhznd5lyGs5p+cxd/pErpIYpEZj3EeM2jDLSznOv8gdJGInKLans9TzMCAAoyr7frQSRKDtlttvsNFOJCC84w/FzpJvoCGTcJgX8sdvEMezXmY3rgGTVKB/kw3nqUjQ/mAb7I8dI6InIKbeI8bWcnzdOAPnKMDElJh3Iyf0YscWvADFnO5rwmdJCIn4/lMJRsDioAr7YbQRRLD1lt9fkIqADUp5Gl/IXCRfJ5yGTaZ2WVm9r6ZrTKz4Sf4/JfMbK+ZvVP6NuZUnysVK8M3cDcLWEhjJtKPYtP8USqYGb+mB6/Qlm/wHkP9/dBFUgm0TkSv6/wDbmE5M2jD/+M8DZqkwhVbApPoxzya8GMWcqGvC50klUDrRJTyfGaUDpqKgctsaOgiiQOLrRnj6Q1APQp40l8KXCQnUubJgpklAv8PuBzoCnzVzLqe4KG57n5e6du403yuVIC+vpkRzGU5DRjLQI5aYugkiRNuxi/oxX9pyW28y1X+YegkqUBaJ6LX5b6GH7CYHFrwM3pp56tUmkJLYBwDWEpDMpnPAN8UOkkqkNaJ6DW9dNDklNyiXqSy5FpbHuMcAJpxmMd9RuAi+bTy2MbSF1jl7qvdvQD4J3BNJTxXyqCHb+MBZrOautxPGkcsKXSSxJliM7Loyxyacidvc7F/FDpJKo7WiSh0oa/jxyxkHk2YpJ2vEkC+JTGaVD6gLvczh56+NXSSVBytE1HoFZ9KAiWDpiEMAUsJnSRx5gXrwt/oDEBH9vFTfz1wkRyvPH5ybAGsP+7jDaW/92kDzGyxmb1iZt1O87mY2a1mtsDMFhwlvxyy49fZvpPxzGQTNRlBGoesSugkiVOFlsB4BrCYRvyEBaT6xtBJUjG0TkSZAb6JTOazlIaMYwCFGjRJIIesCiNJZwO1eJBZdPUdoZOkYmidiDIv+TSSKBk0DWUI+Ro0SSB/se68RGsAurObMZ4XuEj+pzx+ejzRnvpP32JqEdDG3XsAvwKeO43nlvym+2/dvbe7966Cvpmdqfa+hwnksYuqZJLOPi0MEliBJTKGVN6nHiOZSy/fEjpJyp/WiSjS07dyP3P4gLqMJpV87XyVwPZbMsNJZyfVmMBMOvru0ElS/rRORJEX/Fmq4DhwE4P0ekKC+6X1JY+mAKSxhbt8XuAigfIZNm0AWh33cUvgEyfWu/s+dz9Q+v7LQBUza3gqz5Xy09L3M5lcDpPEMDLYZdVCJ4kAcMSSGEUa66jNWGZzjm8PnSTlS+tElOjqO3iQWWygFiNJ185XiRi7rSrDyOAgVZhELq19X+gkKV9aJ6LENH+OqhQBcAcXsN1qBy4SKTHO0lhCPQCuZB3f8sWBi6Q8hk3zgU5m1s7MkoGvAJ+4/6CZNTUruaqomfUt/bo7T+W5Uj6a+EGyyAFgGBlssxqBi0Q+6YAlM4I0tlGdh5hJZ98VOknKj9aJKNDRdzOBmeykGpmks9+SQyeJfMJ2q04m6RRjZJFD05K5g8QGrRNR4O+eTS0KARjBAFZao8BFIp90n13MKkoGoF/lA672FYGL4luZh03uXgjcAUwH3gP+5e7LzOx2M7u99GFDgaVmthh4FPiKlzjhc8vaJJ/UwA8zhRyqUkgm6Wy0WqGTRE5oj5We3kkyk8ijre8NnSTlQOtE5Gvt+5hELgepwjAy2GNVQyeJnNBGq0UmGSRTzBRyaOiHQidJOdA6Efn+6C/TsPQ6V1PoyUI74WWxRIL7gQ1iMyVn8NzBUtJ9bdigOGbuJzylOaLVtvrezy4OnREVans+P+MtGnOIYWTwvtUPnSRyUk39AI/wXwy4lws0ID0Nr/nUhe7eO3RHaFonTt3x/3+7hy+xyWqGThI5qc6+iynksJNq3MsFGpCeBq0TJbROnLrH/D90puQA4O/oyr+ta+AikZN72l+gHgUA/IRUFluzwEXRo7zWCd1eJoZV96NMIpdmHGA0qRo0SdTYYjXJJINEiskil0Y6ci1SIRr6IaaQQzLFDCddgyaJGiutPveTSmMOMZlcanpB6CSRmDTJ/3ts0DSV9ho0SdS40a7mACU3OXmYmbTXNWErnYZNMaqqFzKBPNqxlwcZwBKdUy1RZp3VZjjp1OAoU8ihnh8JnSQSU+r6EbLIpTYFjCCNtVYndJLIaVlqjXiQAbRiPxPIo5ofDZ0kElNG+kx6sQOA6bTkt3Z+4CKR03O9XcsREjDgN7xFI91colJp2BSDqngRY5nF2exkEv2Yry2DEqU+tHqMIpUGHGYyudTSkWuRclHTC5hMLo05xP2kslI7XyVKLbCmTKQfZ7GbB5lFsheFThKJCT/whXyJzQDMoTE/s/6Bi0TOzNV2PQUYBjzFDGp7fuikuKFhU4xJ9GLuZw692MbP6E2utQydJFImy60hDzCQluxnIrlU15FrkTKp5keZQB6t2M9YBrBUO18lys20FjxMb3qwndHMJtGLQyeJRLWv+btcyxoAllGXMZYRuEikbK60GygCDJhKNmjgVCk0bIohCe78hPkMZDO/4jz+Y21DJ4mUi7etCQ/Rn07sYTwzSfHC0EkiUSnZi3iQWZzFbibSj4XWNHSSSLl43drwKOfTny1kMo+EKLwBjkgkuMxXcQvvA7CWmtxtlwQuEikfl9lQiikZOE3XwKlSaNgUK9z5EYu4mPX8nnN4wTqGLhIpV7OtOVn04Rx2MIbZJOnItchpSfJiRjObHmznYXozU7etlhjzkrXnCc7lQjbwYxZiGjiJnJaB/hH38A4AW6nKrXZZ2CCRcjaYITglQ5DpZIfOiXkaNsUCd25jCVeyhr/ThaetS+gikQrxprXmF/SiL1sZwVwSNHASOSUJ7mQyj/5s4VHO53VrEzpJpEJMtbP4K2dzOWv5PotBAyeRU9LNtzKW+QDsoQrfsKsCF4lUAEthyHEDp1d8auiimKZhUwz4BssZygc8S0f+RLfQOSIV6hVrx+P0IION3Ksj1yInZe7czUK+xAae4Fxesvahk0Qq1F/oyjQ6ch2ruIVloXNEIl4r38Uj5AJwmET+z64JXCRScfIthaGlA6ck4CWfFjopZmnYFOWG+kq+yXu8Slt+TQ8wC50kUuGetU78ma4M4iPu4B0duRb5PO58n8Vcxlr+ytlMtbNCF4lUPDN+Qw9eph03sYIbfUXoIpGIVdv38QfewIACjGvsutBJIhVun6VwC4NwoArOC/5s6KSYpGFTFLvSV3MbS/gvLXmEXrgGTRJHnuJsnqYzV/Mh32GpBk4iJ3ALy7iOVUylE3+ha+gckcpjxi85nzdoxXdZytW+KnSRSMRJ8XymMgMDCoGr7IbQSSKVZpPV5g4uAKAqRUzz58IGxSANm6LUxf4RP2IRc2hKFn0p1qBJ4o0Zv+dcXqA9X+F9voaOXIsc70ZfwU2s4CXa8QTdtfNV4k6xGVPowyyacSfvcKmvDZ0kEjk8n2yyMaAIuNyGhi4SqXQrrRGj6QdALQp5ynXR8PKkYVMUSvWN/IQFLKYR4xlAoel/RolTZjxGT/5Da77FMq7zD0IXiUSEq30V32Upr9OKRzlfgyaJW0WWwEP0ZxGNuZcFpPuG0Eki4Xk+00sHTcXAZQwJXSQSzFxrxRR6AtCIfH7vrwQuih2aUkSZXr6FkczlfeoxhlQKLDF0kkhQbsZP6U0uLfgBixnsa0IniQR1qa/lTt5hJs15mD7a+Spx76gl8gADWUEDRjCXvr45dJJIUK+STQLglNwKHksJnSQS1GvWgd+VXm6gNQd51F8LXBQbNGyKIuf4dsYym/XUYhRpHLGk0EkiEaHYEphEX+bThHtYyAW+PnSSSBDpvoF7WcBCGjOBfhRp56sIAEcsiVGkspY6jGE23X176CSRIF7xqSRSMmgaokGTyDH/tq5MpeSOvV3YwwR/K3BR9NNPoVGis+/iIWayjeoMJ50Dlhw6SSSiHLVEHmQAS2nIcObR3zeFThKpVH19MyOYywoaMJaBHNXOV5FPOGjJjCCdLdRgPDM5y3eFThKpVNk+jSRKBk1DGUS+Bk0in/BbO5/XaAFAH7Yz3GcFLopuGjZFgba+l0nksY9kMklnj1UNnSQSkfItidGk8iF1Gc0cevrW0EkilaK7b2MMs1lLHUaRqp2vIp9jr6WQSQZ7SGEiubTzPaGTRCrFs/4sKTgOfIeL2Ge1QyeJRKQpNoC5NAbgIjZxuy8MXBS9NGyKcM39AJPJ5SgJZJLBDqseOkkkoh2yKowgjY3U5EFmcbbvDJ0kUqG6+E7GM4st1GAE6RzUzleRL7TTqjGMDPJJIotcWvj+0EkiFepf/jw1KALgbtJZb/UDF4lEttGWwXLqAnA9a7jRl4YNilIaNkWwRn6IKeSQSDHDyGCz1QydJBIV9pceud5FNSaSRwcduZYY1c73MIE89lDy3/xenRIhckq2Wg0ySQdgCjk09oOBi0Qqxl/9RepyFICx9GGZNQlcJBIdfmyXsI6S19/fYQWX+arARdFHw6YIVdePkEUONSlgBOms01ZXkdOy26oyjHQOkcQkcmnl+0IniZSrFr6fLHLJJ4lhZLDTqoVOEokq6602I0inGoVMIYf6fjh0kki5esKn04QjAPyS7syyNoGLRKLLd+0ytlFyCZt7eId+ugnRadGwKQLV8gKyyKUhhxlJGqusXugkkai0zWowjAwcyCKXpjpyLTGisR9kCjkAZJLOVqsRuEgkOn1odRlFGvU5wmRyqe35oZNEysUj/hrtKDlF9M+cxUvWOXCRSHT6ul3FXqoAMJ65dNM1YU+Zhk0RppofZQK5tGQ/DzCQ5dYwdJJIVNtotcgkgxSKmEIODXTkWqJcfT/MFHKoRiHDSWe9dr6KlMl71oAxpNKCA0wij+p+NHSSSJmM8xy6sQeAbNrydzs3bJBIlPuyXcNhSu7y+wi5NNcZE6dEw6YIkuKFjGcmndnDQ/TnbZ1TLVIu1lodRpBGbfKZQg51dORaolRtz2cyudTnCKNIY7XVDZ0kEhPescY8yADas4eHyKOqF4ZOEjkj9/oc+rMNgP/SjF9Z78BFIrHhGruOAgwD/swMamvgdFIaNkWIJC9mDHM4lx1k0YfZ1jx0kkhMWWn1GU0qjTnEZHKp4QWhk0ROS3U/yiTyaM4BRpPKe9YgdJJITJlnzZhEX7qyk7HMoooXhU4SOS3f9ncYzAYAFtGAiZYauEgktlxlN1AIGDCVGaToAPYX0rApAiR4MSOYS1+28At68aa1Dp0kEpPetUY8yADasJcJOnItUaSqF/IQebRnD+MYwGJrHDpJJCblWCseoTe92MZI5pLoxaGTRE7Jl305X6HkblkrqcNwuzBwkUhsutyGUkTJwCmbbNDA6XNp2BSYuXMvC8lgI7+mO69Yu9BJIjFtgTVlIv3owi7GMVNHriXiVfEixjKLruxkEv2YZ81CJ4nEtOnWlsc4jzQ2cR8LMPfQSSJf6CJfw/dYDsAGqnOHXRq4SCS2XcYQiikZOE0nO3ROxNKwKSR37uAdBvERT9KVZ3SXCDlTlvDxm5xUnrXkp/ShJ9sZzRwduZaIlejFjGQuvdjGI/Qmx1qGThKJC89bR/5INy5hHXfyNmjgJBGql29kOAsB2EEK37YrAheJxAFLYTBDcEoGKq/61NBFEUmvTAP6Nku5mg/5F535G2eHzhGJK69ZGx6lJwPYTCbzSNALCYkw5s59LCCNTTzGeUy3tqGTROLKP+xs/sFZDGE13+NdDZwk4rT37UxiNgD7SeJrNiRwkUgcsRSGlA6cEoFXNHD6DA2bAvmqv8dXeZ9s2vM7zgWz0EkicSfbOvA7zuVCNvBjFuqFhEQOd37E21zCOv5IN563jqGLROLSHzmH5+jA/7GSr/Ne6ByRYxr5Pn7DWxhwhARusGtDJ4nEnXxLYSiDcCAJyPZpoZMiioZNAVzrH/BtlvEarfkVPTVoEgnoX3YWf6MLl7OW21msgZOE586tLOEqVvMPzuIfpp2vIsGY8TjnMYM23MxyrveVoYtEqO35PMUMDCjAuNquD50kErf2WW2+w0U4kILzrD8bOiliaNhUyQb7Gn7IYvJozsP0xjVoKpvjr1UUx9crSkhOPvZmiYnH3uTUPEk3nqEjN7CKm0svsCkSytd5jy/zAc/RgT9yTugciRHHrw2WVOXYm5ycm/EzepFDC77PEi731aGTJI6leD5TycaAQuBKuyF0UnQ67vWDfnYukViz5rG3419byMmtt/rcTToANSjiX/5C4KLIEL+vzgPI8PXczULm04SJ9KM4jocjIhHFjF/Tg1doW/JC398PXSRx6npfyc0sZzpteJzztPNVJEIUW0LJ3SBpyo9ZxIW+LnSSxCPPJ7t00FRMyS3YRSQyLLMmjKc3AHUp4C/+YuCi8DTtqCT9fBMjmMcyGvIgAzhq8T05F4k4ZvyCXrxJK27lXa7yD0MXSZy53FfzfZaQQwt+Ti/tfBWJMIWWwIMM4F0aksl8Bvim0EkSZ6aXDpocGIwuBi4SaXKtLb+kOwBNOcITPj1wUVgaNlWC83wbY5jDh9RlNKnkW1LoJIkxxQUFx960FfjMFZuRRR9m04y7eJtL/KPQSRInLvR1/JhFzKUpk7TztXzpVGsAvKjo2JvWiTNXYImMJpWV1OV+5nC+bw2dJHHiFZ9KAiWDpkEMAUsJnSQxpvjw4WNvlpx87E1Oz0vWmb/RGYB27Odn/nrgonDi+yevSnC272QcM9lITUaQxiHT9RFEIlmRJTCe/iyiMfcxnzTfGDpJYtwA30Qm81lCI8YxgMI4H4qIRLrDVoVRpLOeWoxlFt18R+gkiXEv+TSSKBk0DdWgSSTi/cW6k01bAM5lN2M9N2xQIOXyE62ZXWZm75vZKjMbfoLP32RmS0rfZplZj+M+t9bM3jWzd8xsQXn0RIoOvoeJ5LGLagwnnf1aGESiwlFL5AEGsoL6jGQOvX1L6KSop3XixM73rdzPHFZSjzEMpECnWItEhf2WzHDS2UE1JpBHJ98dOinqaZ04sRf8GZJxHLiJQezT6wmRqPAr600OzQAYyFbu8bmBiypfmYdNZpYI/D/gcqAr8FUz6/qph60BLnD37sB44Lef+vyF7n6eu/cua0+kaOX7mEQuh0hiGOnssmqhk0TkNByxJEaRxkfUYSyzONe3h06KWlonTqyb72Ass1hPLUaSxmHtfBWJKnusKplksJ9kJpFLa98XOilqaZ04sWn+HFUpxoHbuYDtVjt0koichocslbepD8BlrOdbvjhwUeUqj51NfYFV7r7a3QuAfwLXHP8Ad5/lfuyQzxygZTl83YjV1A+SRS4ODCODbVYjdFLs8uJPvsWr4/4Njr9+k5TNwdIj11upwXhm0tl3hU6KVlonPqWT72YCeewo3fl6wHRNhAqjNeIzivOPHHuTstlu1ckkg0ISmEIOzfxA6KRopXXiU/7h2dSiEIARDGC1NQpcFGOOWxuOv6ZdPDv+36HowIFjb1I2mXYRH1AyKP4qH3CDrwhcVHnKY9jUAlh/3McbSn/v83wHeOW4jx2YYWYLzezWcugJqoEfZgo5pFBIJhlstFqhk0SkDPZaCsPIYB8pTCKXtr43dFI00jpxnDa+l0nksp9kMslgj1UNnSQiZbDJapJJOkkUM4UcGvqh0EnRSOvEcf7oL9OAfAAm04uF9kX/FCIS6X5og9hIdQBuYykX+ZrARZWjPIZNJ7o3s5/wgWYXUrI4ZB7326nufj4l22Z/aGYZn/PcW81sgZktOFr6zTfS1PF8ssihDvmMJJ21Vid0koiUg51WjWFkUEAiWeTQwveHToo2WidKNfMDZJFLIQlkksF2qx46SUTKwUdWhxGkU4sCssilrmvX2GnSOlHqMf8PLSkZWD7BObxh7QIXiUh5+JZdwS5KdrIPZyE9fHPgoopXHsOmDUCr4z5uCWz69IPMrDvwe+Aad9/5v993902lv24DnqVkG+1nuPtv3b23u/euQuRdGK+GFzCJXJpykNGk8r7VD50kIuVoi9UgkwwScKaQQyMduT4dWieARn6IKeSQRDGZpLPJaoZOEpFy9IHVYxRpNOYQk8mlput09tOgdQKY7G/SmZId1P+kI9OsS+AiESlPX7GrOUASAA8zk/Yxfk3Y8hg2zQc6mVk7M0sGvgK8cPwDzKw18AzwDXdfedzv1zArOc/MzGoAg4Cl5dBUqap6IROYSVv2MpaBLNE51SIxaZ3VZjjpVKeQh8mhno5cn6q4Xyfq+hGyyKEWBYwgnY+081UkJi2zhoxlAK3Yz0TyqOZHQydFi7hfJ+73mZxPyfzsVVrxRzsvbJCIVIjr7VqOkIABv+EtGsXwzSXKPGxy90LgDmA68B7wL3dfZma3m9ntpQ8bAzQAHv/ULUmbAHlmthiYB7zk7q+WtakyVfEiHmQWXdjJRPqxwJqGThKRCvSh1WMkadTncMnwwCNzG34kifd1oqYXMJlcGnGYUaTxgdULnSQiFWihNWUC/ejMbsYxi2SP74sOn4p4Xyfu9AVkUHJKzRwa83PrF7hIRCrS1XY9BRgGPMUMasfo6wlzP+Hp0BGtttX3fnZx6AwSvZgHmM0ANpNFH16zNqGTRKSSnOfbmEAea6jDMDI4FCG3rX/Npy6Mpds+n6lIWSeq+VGyyKUDexhNKousSegkEakkF/k6MpnHfJoyloEUWnmcUFB2WidKRMo68U1fwtcp2ai1jLrcbZcELhKRyvKqTyWRkgvUDWIIWGSc3lte60RkrHpRKMGdTOYzgM08Sk8NmkTizDvWmHH0pwN7GM9MUrwwdJJEmGQvYhyz6MxuHqK/Bk0iceYNa80vOZ9+bGE480jw4tBJEmGu9JXHBk1rqKVBk0icucyGUkzJHRJmkA0xtsNJw6Yz4c5dLOJC1vN7ziHbOoQuEpEA5lpzJtOXc9jBA8ymik6VkFJJXswYZtOd7WTRh9nWPHSSiATwsrXnCbpzARu4h4VYFJ5RIBVjoH/EXSwBYAtVuc0GBy4SkRAGMwSnZOA0nezQOeVKw6bT5c7tLOYK1vAUXXhad4kQiWtvWSseoRd92MpI5urItZDgxQxnHv3Ywi85nzetdegkEQloqnXmL5zNYD7i+ywGDZziXjffyljmA7CHZL5pVwUuEpFgLIUhpQOnBOAVnxq6qNxo2HSabmY5N7CKZ+nIn+kWOkdEIsCr1o7H6UEam7iPBTpyHcfMnXtYyAVs4Dd052VrHzpJRCLAX+nKVDpxHav4FstC50hArXwXj5ALwEES+T+7OnCRiISWbykMLR04JQEv+bTQSeVCw6bT8GV/n6/zHq/Qll/TA8xCJ4lIhHjWOvEnunEp67iTt3XkOh658wPeYTAf8RfOZpp1Dl0kIpHCjCfozou042us4EZfEbpIAqjt+/gDb2BAPsZ1dl3oJBGJEPsshVsYhANVcF7wZ0MnlZmGTafoKv+QW3mXN2nJL+iFa9AkIp/yd7rwNJ0Zwmq+y7saOMWZb7OUa/mQqXTir3QNnSMikcaMX3E+r9OK77KUa3xV6CKpRCmez1RmYEAhMMRuCJ0kIhFmk9XmDi4AoCpFTPPnwgaVkYZNp+Bi/4g7eZvZNCOLvhRr0CQiJ2LG7zmXF+jAjazka+jIdbz4iq/gq7zPi7TjCbpr56uInFCxGQ/Th5k05w7eYZCvDZ0klcHzySYbA4qAy21o6CIRiVArrREjGABALQr5u0fvRcM1bDqJVN/IT1jAYhoxnv4Umf7JROQLmPEY5zGDNnyLZVznH4Qukgp2ja/iOyzldVrxK87XoElEvlCRJTCBfiykMfewgAzfEDpJKpLnM7100FQMXMaQ0EUiEuEWWgum0BOAhuTzR385cNGZ0eTkC/T2LYxiDiuoxxhSOWqJoZNEJAq4GT+jFzm04Acs5jJfEzpJKsggX8sdvMNMmvMwfbTzVUROyVFLZCwDeY8GjGAufX1z6CSpIK+STQLglNziHEsJnSQiUeA168DvSi/L0JJDPOb/CVx0+jRs+hzn+nYeYDYfUYdRpHHEkkIniUgUKbYEJtGPeTThbhbyJV8fOknKWYZv4B4WsJDGTKCfdr6KyGk5YkmMIo3V1GEMs+nu20InSTl7xaeSSMmgaYgGTSJymv5tXZlKyZ2NO7OXSf7fsEGnST8Zn0Bn38V4ZrKN6gwnnYOWHDpJRKJQoSUwjgEspSGZzKO/bwqdJOWkr29mBHNZTgPGMlA7X0XkjByyKowgnc3UZDyz6OI7QydJOXnRp5FEyaBpKIPI16BJRM7Ab+18ptMSgF7sYKTPDFx06jRs+pS2vpdJ5LGPFIaRwV4tDCJSBvmWxGhSWUVdRjOHnr41dJKUUXffxhhms5q63K+dryJSRvssheGks5sUJpJHe98TOknK6Hl/lmQcB25hEPusdugkEYliP7P+zKExAF9iMz/whYGLTo2GTcdp4fvJIocCEhhGOjutWugkEYkBh6wKI0lnIzV5kFl09R2hk+QMdfGdjGcWm6nJCNI4ZFVCJ4lIDNhp1cgkg8MkMZlcWvr+0Elyhv7tz1ONIgDuJp1NGjSJSDkYYxksoy4A17KGr/m7YYNOgYZNpRr5IaaQQwJOJhlssZqhk0Qkhuy3ZDLJYCfVmMBMOvru0Elymtr7HiaSx25SyCSdfdr5KiLlaKvVIJMMALLIoYkfDFwkp+tv/iJ1OArAWPqwzJoELhKRWHK3XcJaSuYUt/A+l/mqwEVfTMMmoJ4f4WFyqE4hw0lnnY5AiEgF2G1VGUYGB6nCJHJp7ftCJ8kpaun7mUwuh0kikwx2aeeriFSADVaL4aRTjUKyyKG+Hw6dJKfot/4qjTkCwM85j1nWJnCRiMSiW+0ytlIVgHt4h4H+UeCizxf3w6ZaXlCymHOYUaTyodULnSQiMWy7VSeTdIoxssihqR8InSQn0cQPkkUOAJlksNVqBC4SkVi22uoykjTqkU8WudT2/NBJchK/8NdoS8l6/ge68Kp1DFwkIrHsG3YVeym5lMNY5tMtQq8JG9fDpup+lInk0oIDPMBAllvD0EkiEgc2Wi0yySCZYqaQQwMduY5YDfwwU8ihWunO1w1WK3SSiMSBFdaA0QykGQeYRC7V/WjoJPkc4z2HruwB4Dna8bSdEzZIROLCl+0aDlNyN+RHyKWV7wpc9FlxO2xK8ULGM5OO7GE8/Xlb51SLSCVaa3UYQRq1KWAKOdT1I6GT5FNqez6TyaUu+YwkjdVWN3SSiMSRJdaYcQygHXuZQB5VvTB0knzKvT6HfmwD4A2a87j1ClwkIvHkGruOAgwD/sAb1I6wS3TE5bCpihcxhtmcww6y6Mscax46SUTi0Eqrz/2k0phDTCKPGl4QOklKVfejTCKXZhxgNANZYQ1CJ4lIHJpnzZhMP85mJ2OZRRUvCp0kpW71RQxmAwALachkGxi4SETi0VV2A4WAAVOZQUoEnXodd8OmBC9mBPPoy1YeoRf/tVahk0Qkji21RjzIAFqzj4k6ch0RqnohE8ijHXsZxwCWWOPQSSISx3KsJT+nN73YxijmkujFoZPi3pd9OUNZDcD71GGEfSloj4jEt8ttKEWUDJyyyYYIGTjF1bDJ3LmPBaSzkcfpwavWLnSSiAgLrCkT6cdZ7GYcM3XkOqAqXsRYZnE2O5lEP+ZZs9BJIiLMsLY8xnmksomfMJ8E99BJcesS/5DvsRyADVTnTrs0cJGICFzGEIopGThNj5CBU/wMm9y5g7e5lHX8iW48a51CF4mIHDPTWvAwvenBdkYzR0euA0j0YkYxl15s42f0Jtdahk4SETnmeevIHziHi1nPj1gEGjhVun6+nmG8DcAOUvi2XRG4SESklKUwmCE4JUOeV8kOXRQnwyZ3vsu7XM1qnqYzf6dL6CIRkc943drwK3oygM1kMk9HritRgjs/YT6pbOJXnMd/rG3oJBGRz/indeEfnMWVrOE2lmjgVIk6+3bGMxeA/STxNRsSuEhE5FMshSGlA6dE4BWfGjQnLoZNX2MFN7KSF2jP7zkXzEIniYic0IvWgd9yLheygR+zENMLiYrnzo9YxMWs5/ecwwvWMXSRiMjn+iPn8CwdGcoHfJ33QufEhUa+j8d4C4AjJHKDXRs2SETkc+RbCkMZhANJQLZPC9YS88Om6/wDvsUy/kNrHqOnBk0iEvH+bWfxN87mctbyfRbryHVFcuc2lnAla/g7XXjatPNVRCKcGb+mB9Npw80s5wZfGbooptX2fJ5iBgYcxbjargudJCLyhfZZbb7DRTiQgvOsPxukI6aHTZf5Gn7AYnJpwU/pjWvQJCJR4km6Mo2OXMcqbmFZ6JyY9Q2WM5QPeJaO/IluoXNERE6Jm/FzevMWLbmdJVzhq0MnxaQUz2cq2RhQCFxpN4ROEhE5JeutPneTDkANiviXP1/pDTE7bLrA13M3C5lHEybRl2KL2b+qiMQiM35DD16mHTexght9ReiimDPUV/JN3mM6bfg1PbTzVUSiSrEZk+nLHJpyF4u4yNeFTootnk926aCpmJJbi4uIRJNl1oSx9AGgLkf5q79YqV8/Jicw/X0Tw5nHUhoyjgEctcTQSSIip8+MX3I+b9CK77KUIf5h6KKYcaWv5jaW8BYt+bl2vopIlCq0BMYzgMU0YhjzGegbQyfFjOmlgyYHBqOLgYtIdJplbfgl3QFowhGe8OmV9rVjbtjU07cymjmsoi6jSSXfkkIniYicsWIzptCHWTTjR7zNJf5R6KSod7F/xI9YxByaMpm+FGvQJCJRrMASeYCBrKQeo5jL+b41dFLUe9WnkkDJoGkQQ8BSQieJiJyxl6wzf+YsANqxn0f8tUr5ujE1bDrbd/Igs9hITUaSxiGrEjpJRKTMiiyBh+jPIhpzH/NJ8w2hk6JWqm/kJyxgMY0YzwAKdYq1iMSAw1aFkaSxnlo8yCy6+Y7QSVHrJZ9GIiWDpqEaNIlIjPi7nUs2bQHoxh7GeU6Ff82Y+Sm7g+9mInnspBqZZLBfC4OIxJCjpUeuV9CAkcylj28OnRR1evkWRjKXldTjAQZSoFOsRSSGHLBkhpPOdqoxgTw6+e7QSVHnBX+GZBwHbmIQ+/R6QkRiyK+sN/+lGQD92cY9PrdCv15MDJta+z4mk8tBqjCMDHZb1dBJIiLl7oglMYpU1lKHB5hNd98eOilqdPMdjGU266nFSNI4rJ2vIhKD9ljVkoOuJDOJXNr43tBJUeMZf46qFOPA7VzAdqsdOklEpNxNtFQW0QCAy1jPt/2dCvtaUT9sauoHyCKHYoxM0tlu1UMniYhUmIOWzAjS2UINxjOTs3xX6KSI18l3M4E8tlGd4aRzwJJDJ4mIVJjtVp1hZFBIAlnk0twPhE6KeE/7C9SkEICfkMpqaxS4SESk4gy3C1lJHQC+wipuqKC7Xkf1sKmBH2YKuSRTTCYZbLRaoZNERCrcXkshkwz2kMJEcmnne0InRaw2vpdJ5LKPZDJJZ492vopIHNhsNRlGBkkUM4UcGvmh0EkR60l/iXoUADCZXiy2ZoGLREQq3h12KRso2ahzG0u5yNeU+9col2GTmV1mZu+b2SozG36Cz5uZPVr6+SVmdv6pPvfz1PUjTCGH2uQzgjTWWp3y+KuIiESFnVZyfbp8ksgilxa+P3TSFwqxTjT3A2SRSyEJZJLBDu18FZE4ss5qM5x0alJAFjnU9SOhk75QiHXi//kMmnEYgCc4hzesXbn8XUREosG37Qp2UHJtuuEspJdvLNc/v8zDJjNLBP4fcDnQFfiqmXX91MMuBzqVvt0K/Po0nnuC6GImkUdjDjGaVFZa/bL+NUREos4Wq0Em6QBMIYfGfjBw0YmFWCeqUMQUckikmGFksNlqltvfR0QkWqyyeowijYYcZjK51PKC0EknFGKdaMk+OrEPgH/QiWnWpXz+MiIiUeRrNoT9JAEwidm0L8drwpbHzqa+wCp3X+3uBcA/gWs+9ZhrgL94iTlAXTNrdorP/YyWHKANe3mQAbyrc6pFJI6tt9qMIJ1qFDKFt0LnfJ5KXydacICaFDCCdNbpIq8iEseWWUMeYCCt2M8EKv5W12eo0teJ6hQB8BKt+ZP1KMe/iohIdLnBruUICRjwm3J8PVEew6YWwPrjPt5Q+nun8phTee5nVKWISfRjgTU9o2ARkVjyodVlFKk0Lj0VIAJV+jpRhWJGkcoqq3dGwSIiseRta8IE+nEWe0KnfJ5KXycAZtGEX1rf044VEYk1V9v1HAWsHP/M8hg2najHT/Exp/Lckj/A7FYzW2BmCwD6sAXzEz5URCTu9GQ7VU787TMSVPo6YZT8m4iICOBOX7ZE8p2Bgrye6MW204oUEYlVjXxf6cl05ac81pwNQKvjPm4JbDrFx5zKcwFw99+6e293772LqlzOWm5nMWjgJCJx7jr/gG+xjP/QOnTK56n0dWIfydzMcm7wlWWOFxGJau7cxhKuZA3/4KzQNZ+n0tcJgBScZ/3ZMqaLiES32p7PU8zAgIJy3NtUHsOm+UAnM2tnZsnAV4AXPvWYF4Bvlt5Foj+w1903n+JzP2MHVXmGjlzPKm5mWTn8FUREotNgX8MPWEwuLfgpvUPnfJ5KXye2Up23aMntLOEKX12+fxsRkSjyDZYzlA94lo78kXNC53yeSl8n1lNy44gaFPEvf74c/yoiItEjxfOZSjYGFAJX2g3l9meXeaeUuxea2R3AdCAR+KO7LzOz20s//xvgZeAKYBVwCPjWFz335F/V+DU9qEYhX2cFh70K/7KIPVIjIlIhLvD13MNC5tGESfSl2BI+58SBsEKsE44xmb6kUMhdLOKIJ/GGRezOLxGRCjHUV/JN3mM6bfg1PcBM60Spw1RhLH0Yy3zqcpS/+ot8w66qkL+fiEhE8nyySwdNxcDlNrRc/3jzKDwNrbbV9352MQnuDGceF7KeX9KTF61D6DQRkUrR3zfxALNZTgNGkka+lRw7eM2nLvzf6QHx7H/rRLIXMYE8zmUH4+jPLDula8aKiES9K301P2YRb9GSifSj2EpOjdA6UeJ/68SVvpK7WALAGmpxmw0OXCYiUjmm+1QSKDkGMYghYClA+a0TEXydwJMrNiOLPsymGXfxNpf4R6GTREQqXE/fymjmsIq6jCb12KBJPqvAEhnDQFZSj1HM5XzfGjpJRKTCXeTr+BGLmENTJtP32KBJPusl68yfS69l1Y79/MxfD1wkIlLxXvmcQVN5iuphE0CRJTCe/iyiMfcxnzTfGDpJRKTCnO07eZBZbKQmI0njkFUJnRTxDlsVRpLGemrxILPo5jtCJ4mIVJiBvpFhzGcxjRjPAAot6n/cr3B/t3PJpi0A57KbsZ4bNkhEpAK95NNIomTQNLSCBk0QA8MmgKOWyAMMZAUNGMkcevuW0EkiIuWug+9mInnsohqZZLC/ghaGWHTAkhlOOtupxgTy6OS7QyeJiJS7830ro5jLSurxAAMpsMTQSVHjV9ab/9IMgIFs5R6fG7hIRKT8veDPkIzjwE0MYl8Fvp6IiWETwBFLYhSprKUOY5nFub49dJKISLlp7fuYTC6HSGIY6ey2qqGTos4eq1oypCOZSeTSxveGThIRKTfdfAcPMov11GIkaRzWztfTNtFSWUQDAC5jPd/2d8IGiYiUo2f8OapSjAO3cwHbrXaFfr2YGTYBHLRkRpDOVmownpl09l2hk0REyqypHyCLHIoxhpHBNqsROilqbbfqDCODQhLIIpfmfiB0kohImXXy3Uwgj21UZzjpHLDk0ElRa7hdyErqAPAVVnGDrwhcJCJSdv/0F6hJIQAjGMBqa1ThXzOmhk0Aey2FYWSwjxQmkUtbHbkWkSjWwA8zhVySKSaTDDZardBJUW+z1WQYGSRRTBY5NPJDoZNERM5YG9/LJHLZRzKZpLNHO1/L7A67lA1UB+A2lnKRrwlcJCJy5v7kL1OfAgAm04uFlXR35pgbNgHstGoMI4MCEskihxa+P3SSiMhpq+tHmEIOtclnBGmstTqhk2LGOqvNcNKpRQFZ5FDXj4ROEhE5bc39AFnkUkgCmWSww6qHTooZ37Yr2EnJtUyGs5BeugmRiEShx/w/tKDkwOoTnMMb1q7SvnZMDpsAtlgNMskgAWcKOTT2g6GTREROWQ0vYBJ5NOYQo0llpdUPnRRzVlk9RpFGQw4zmVxqeUHoJBGRU9bIDzGFHJIoZhgZbLaaoZNizldtCAdIAmASs2mva8KKSBSZ7G/SmZIzvf5JR6ZZl0r9+jE7bIKPj1xXp5Ap5FLfD4dOEhE5qapeyATyaMNeHmQA71bCOdXxapk15AEG0or9TCCXan40dJKIyEnV9SNkkUNNChhOOusq+CKv8ex6u5YjJGDAb3iLRr4vdJKIyEnd7zM5n50AvEor/mjnVXpDTA+bAD60eowkjfrHjlznh04SEflcVbyIccykC7uZSH8WWNPQSTHvbWvCQ/SnM3sYxyySvSh0kojI56rlBWSRS0MOM4o0Vlm90Ekx72q7ngIMA55iBrX1ekJEItidvoAMNgMwiyb83PoF6Yj5YRPAe9aAMaTSggNMIo/qOnItIhEo0YsZzRx6sp2f0pu8Srp4n8Bsa04WfejOdh5gNkleHDpJROQzqvlRJpBLS/bzAANZZg1DJ8WNK+0GCgEDppJNigZOIhKBvulLGMJaAN6lHmMtPVhLXAybAN6xxoyjPx3Yw3hmkuKFoZNERI5JcCeTeQxgM7+kJ69Zm9BJcedNa80vOZ++bGEEc0nQwElEIkiyFzGOWXRmDw/Rn7etSeikuHO5DaWYkoFTNtmggZOIRJArfSVfZyUAa6jFvXZx0J64GTYBzLXmTKYv3djBA8ymik6VEJEIYO78mIVcyAZ+y7m8aB1CJ8Wtl609v6E7GWzkXhZi7qGTRERI8mIeYDbd2U4WfZhtzUMnxa3BDMEpGThNJzt0jogIAAP9I+5iCQBbqMptNjhwUZwNmwDeslY8Qi/6sJWROnItIqG5czuLuZy1/I2z+bedFboo7k2zzjxJVwbxET/kHdDASUQCSvBiRjCXvmzhF5zPm9Y6dFJ8sxQGlQ6cEoBXfGroIhGJc918K2OZD8AekvmmXRW4qETcDZsApls7/h89SGMT97FAR65FJJibWcb1rOIZOvIkXUPnSKm/cTb/phPX8CHfZmnoHBGJU+bOvSwkg438mu68Yu1DJwmApTC0dOCUBLzk00IXiUicauW7eIRcAA6SyP/Z1YGLPhaXwyaA56wTf6Ibl7KOO3lbR65FpNL9n7/P11nBK7Tl1/QAs9BJ8j9m/JbuvEh7vsr7fMVXhC4SkXjjzg95h0F8xJN05RnrHLpIjrPPUriJQTiQjPOCPxM6SUTiTG3fxx94AwPyMa6z60InfULcDpsA/k4XnqYzQ1jNd3lXAycRqTRD/EO+x7u8SSt+QS8NmiKRGY/Sk9dozXdYyjW+KnSRiMSRb7OUa/iQf9GZv3F26Bw5ge1Wm9u5AAeqUsw0fy50kojEiRTPZyozMKAQGGI3hE76jLgeNmHG7zmXF+jAjazkJt4LXSQiceAS/4gf8TazaUYWfSjWoCliuRkP05s8mnMH7zDY14ZOEpE48FV/j6/yPtm053ecqwMSEWy1NWIEAwCoRSH/cF00XEQqmOeTTTYGFFFyp8xIFN/DJgAzHuM8ZtCGW1jOdf5B6CIRiWFpvpH7mM8iGjOe/hSZvg1HumJLYCL9WEAT7mYBGb4hdJKIxLBr/QO+zTJeozW/oqcGTVFgobVgMr0AaEA+f/SXAxeJSMzyfKaXDpqKgcsYErroc+lVDiVHrn9GL3JowQ9YzOW+JnSSiMSg3r6FkcxhBQ14gIEctcTQSXKKjloiYxnAchqU3BXKN4dOEpEYNNjX8EMWk0dzHqY3rkFT1HjD2vEE5wDQkkM85v8JXCQisehVskkAHBjMELCU0EmfS8OmUsWWwCT6MY8m/JiFfMnXh04SkRhyrm9nLLNYSx1GkcoRSwqdJKcp35K4nzRWU5cHmE0P3xY6SURiSIav524WsoAmTKQfxdr5GnWmWRf+SUcAOrOXyf5m4CIRiSWv+FQSKRk0DYnwQRNo2PQJhZbAOAawlIZkMo/+vil0kojEgM6+i/HMZAs1GEE6By05dJKcoUNWhRGksYmajGcmZ/vO0EkiEgP6+mZGMI/lNGAsA7TzNYr90c7jVVoBcD47ud9nBi4SkVjwok8jiZJB01AGkR/hgybQsOkz8i2J0aSyirqMZg49fWvoJBGJYm19L5PIZR8pZJLB3ihYGOSL7bMUMklnF1WZQB4dfE/oJBGJYj18Gw8wm9XU5X7SyNfO16j3c+vHHBoDkMFmfuALAxeJSDR73p8lGceBWxjEPqsdOumUaNh0AoesCiNJZwO1eJBZdPUdoZNEJAq18P1kkUM+SQwjg51WLXSSlJNdVo1hZHCYJCaRSyvfFzpJRKLQ2b6T8cxkIzUZThqHrEroJCknYyyDZdQF4FrW8DV/N2yQiESlf/vzVKMIgLtJZ1OUDJpAw6bPtd+SySSdnVRjAjPp6LtDJ4lIFGnsB5lCDgk4maSzxWqETpJyts1qMIwMALLIpakfDFwkItGkg+9hAnnsohrDSWe/dr7GnLvtEtZQC4BbeJ8rfWXgIhGJJn/zF6nDUQDG0odl1iRw0enRsOkL7LGqDCODg1RhErm01pFrETkF9f0wU8ilOoUMJ531UXQEQk7PRqtFJumkUEgWOTTww6GTRCQKtPJ9TCKXwyQxjHR2aedrzLrNBrOFqgDcxRIG+keBi0QkGvzeX6UxRwD4Oecxy9oELjp9GjadxHarTibpFGNkkUNTPxA6SUQiWC3PZzK51OcwI0njQ6sXOkkq2Bqry0jSqUvJ//a1PT90kohEsKZ+kCxycWAYGWzTzteY9027ij2U3BxkLPPppmvCisgX+IW/RmtK5g5/oAuvWsfARWdGw6ZTUHLkOoNkiplCDg39UOgkEYlA1f0ok8ijBQcYQyrvWYPQSVJJ3rf6jCaVZhxgErlU96Ohk0QkAjXww2SRQ0rpzteNVit0klSS/7OrOUjJXQYfIZdWvitwkYhEovGeQ1f2APAc7XjazgkbVAYaNp2itVaHEaRRmwKyyKWuHwmdJCIRJMULGc9MOrCHcfTnHWscOkkq2RJrxIMMoB17mUAeVb0wdJKIRJA6nk8WOdQln5Gks8bqhk6SSnadXUcBhgF/4A1q6xIdInKce30O/dgGwBs053HrFbiobDRsOg0rrT73k0pjDjGZXGp6QegkEYkAVbyIB5hNN3Ywmb7MteahkySQ+daMifTjbHYylllU8aLQSSISAWp4AZPIpSkHGU0q71v90EkSyFV2A4WAAVOZQYpOvRYR4FZfxGA2ALCQhky2gYGLyk7DptO0tPTIdSv2M4E8qulUCZG4luDFjGQufdjKI/TiLWsVOkkCy7OW/Ize9GIb9zOHRC8OnSQiAVX1QiYwk7bs5UEGsMQahU6SwC63oRRRMnDKJhs0cBKJa1/25QxlNQDvU4cR9qWgPeVFw6YzsMCaMpF+nMVuHtSRa5G4Ze7cxwLS2MT/owfTrV3oJIkQ/7G2/IrzGMhmhjGfBPfQSSISQBUv4kFm0YWdTKQf861Z6CSJEJcxhGJKBk7TNXASiVuX+Id8j+UAbKA6d9qlgYvKj4ZNZ2imteBhetOD7YzWkWuR+OPOnbzNpazjT3TjOesUukgizAvWkd9zDhexnrtYBBo4icSVRC/mfuZwPtv4Gb3Js5ahkySSWAqDGYJT8oLsVbJDF4lIJevn6xnG2wBsJ4Vv2xWBi8qXhk1l8Lq14VHOZwCbyWSejlyLxAt3vsu7DGE1/+Qs/k6X0EUSoZ62LvydLlzBGm5jiQZOInEiwZ1hzGcgm3mUnvzH2oZOkkhkKQwpHTglAq/41NBFIlJJOvt2xjMXgP0kcZMNCVxU/jRsKqOXrD1PcC4XsoEfsxDTCwmRmHcT73EjK3meDvyBc8AsdJJEsD/RjWfpyFA+4Jul26RFJIa5cxeLuIj1/J5zyLYOoYskguVbCkMZhANJwIs+LXSSiFSw5r6Px3gLgCMkcoNdGzaogpRp2GRm9c3sP2b2Qemv9U7wmFZm9qaZvWdmy8zsruM+N9bMNprZO6VvUblvbKqdxV85m8tZy/dZrCPXIjHsOv+AW1jODNrw/zhPg6aT0DoBmPFrevAqbfkG7zHU3w9dJCIVxZ3bWMIVrOEpuvC0aefryWidgH1Wm1tKB07JOM/5s6GTRKSC1PZ8/swMDDiKcbVdFzqpwpR1Z9Nw4HV37wS8XvrxpxUC97r72UB/4Idm1vW4zz/i7ueVvr1cxp5g/kJXptKJ61jFLSwLnSMiFeByX8MPWEwOLfgZvXANmk6F1gnAzXiEXvyXltzGu1zpq0MniUgF+CbLGcoHPEtH/ky30DnRQusEsMlqczfpAFSniH/584GLRKS8pXg+U8nGKPmmdqXdEDqpQpV12HQN8GTp+08C1376Ae6+2d0Xlb6/H3gPaFHGrxt5zHiC7rxMO25iBTf6itBFIlKOLvR1/JiFzKMJk+hHseks5FOkdaJUsRlZ9GUOTfkRi7jYPwqdJCLlaKi/zzd4j1doy6/poZ2vp07rRKll1oSx9AGgLkf5q78YuEhEyo3nk106aCoGLrehoYsqXFlfLTVx981QsggAjb/owWbWFugJpVfCKnGHmS0xsz+eaNvscc+91cwWmNmCo0TorUHN+CXn8wat+C5LudpXhS4SkXIwwDeRyXyW0pBxDKBQg6bToXXiOIWWwHgGsJhG/IQFpPrG0EkiUg6u8g+5jXf5Ly35hXa+ni6tE8eZZW34OecB0IQj/NZfDRskIuVieumgyYHBxN7FwE/kpK+YzOw1M1t6grdrTucLmVlNYBrwY3ffV/rbvwY6AOcBm4Gffd7z3f237t7b3XtXIeV0vnSlKjZjCn2YRTPu5B0u9bWhk0SkDHr6Vu5nDh9Ql9Gkkm9JoZMijtaJ01NgiYwhlfepx0jm0su3hE4SkTK42D/iTt5mDk3Joi/FGjR9htaJ0/OqdeTPnAVAWw7wC38tcJGIlMWrPpUESgZNgxgCFrnff8rTSV81ufsln/c5M9tqZs3cfbOZNQO2fc7jqlCyMDzl7s8c92dvPe4xvwNiYq9okSXwkPfnIWZyLws44knkWsvQWVEtITn52PvFRws//oQXB6iJEMfvronnf4cK1NV38CCz2EAtRpLOIasSOikiaZ04fUcsiVGexsPkMJbZjPA0llqj0FlR7RPrREFBwJII8ekdmFonKkSqb+QnLGAxjRivna+fS+vE6fu7nUtdL+Ba1tCVPYz3HEZbRuisqJVYs+YnPi4+8vHONi88Wtk5EcESEz/xsRf78R9Uck3sesmnkUjJoGloHA2aoOyn0b0A3Fz6/s3AZ65kZ2YG/AF4z91//qnPNTvuw+uApWXsiRhHLZEHGMgKGjCCufQt2R0sIlGio+9mAjPZSTUySWe/JZ/8SXIiWic+xwFLZgRpbKM6DzGTzr4rdJKInIbevoVRzOF96jGGVAos8eRPkhPROvE5Hrde/JeSv14/tnGvzwlcJCKn4wV/hmQcB25iEPviaNAEZR82TQYuNbMPgEtLP8bMmpvZ/+4EkQp8A7joBLcknWJm75rZEuBC4O4y9kSUI5bEKFJZSx3GMJvuvj10koicgta+j0nkcpAqDCODPVY1dFI00zrxBfZYVTJJZx/JTCKPtr43dJKInIJzfDsPMJuPqMMo0jiiU6zLQuvEF5hoqSykIQCD2cCtJddJF5EI94w/R1WKceB2LmC71Q6dVOnM3U/+qAhT2+p7P7s4dMYpq+P5/Iz/0ojDDCOD961+6KSoc/w2T0v6+FSm4vwjIXIig06jqxBN/QCP8F8MuIcvsclqnvQ5keQ1n7rQ3XuH7ggt2taJZqX/3QHcywVstFphg6LQ8WvD8d8TvagoQE0E0Gl0Faaz72IKOeykGvdyQdQdkNA6USLa1olf+X84i5IDEr+jK/+2roGLossn1gggodrH/78t2r+/snMigk6jqzhP+wvUo+SU/p+QyuJPbMCMfOW1TujE8kqw11LIJIM9pDCRXNr5ntBJInICDf0QU8ghmWKGkx51gyaJXputJsPIIJFissilkR8KnSQiJ9DW9zKJPPaRTCbpUTdokuh1p13KBqoD8D2Wc4l/GLhIRE7kSX/p2KBpPL2jbtBUnjRsqiQ7rRrDyCCfJLLIpYXH5wRdJFLV9SNkkUttChhBGmutTugkiTPrrDYjSKcmBUwhh3oexzs3RSJQC9/PZHIpIIFhZLDDqodOkjjzbbuCHaV30RvG2/TyjYGLROR4j/sMmnEYgCc4h1xrGzYoMA2bKtFWq0Em6QBMIYfGfjBwkYgA1PQCJpNLYw5xP6ms1KmuEsgqq8dI0mjAYSaTSy3XXdVEIkEjP0QWuSRSTCYZbNHOVwnkazaE/aU3FJ/EbNrrmrAiESHL36Aj+wD4B52YZl0CF4WnYVMlW2+1GU461ShkCjnU98Ohk6KCFxUdeysuKDj2Fte8+OM3OWPV/CgTyKMV+3mQAbr9vAS33BryAANpyX4mkks1j89bMp8uLzz68dtxa0bcOn6N0DpRJvX8CFPIoQZHGU466+LwIq8SWW6wazlCyfV2fsNbNPJ9gYsi3yfWiMKjFO3ff+wtXh2/VnpRkdaMMhjjefSk5K7CL9GaP1mPwEWRQcOmAFZbXUaRRn2OMJlcant+6CSRuJTsRTzILM5iNxPpxwJrGjpJBIC3rQkP0Z9O7GE8M0nxwtBJInGpVunO1wYcZhSpfGj1QieJAHC1XcdRDAOeYoZeT4gEcqcvII0tAMyiCb+0voGLIoeGTYG8Zw0YQyotOMAk8qiuI9cilSrRixnNbHqwnYfpzUxrETpJ5BNmW3Oy6MO57GAMc0jSkUaRSlXdjzKRXFqynwcYyHJrGDpJ5BOutBsoBAyYSjYpGjiJVKpv+hKGsBaAJdRjrKWHDYowGjYF9I415kEG0J49PEQeVXXk+tRoi6eUUYI7mcyjP1t4lPN53dqEThI5oTetNb+gF33ZwgjmkqDveyKVIsULGc9MOrGHh+jP29YkdJLICV1uQymmZOCUTTZo4CRSKa72FXydlQCsoRb32cWBiyKPhk2BzbNmTKIvXdnJWGZRxeP4+hIilcDc+TELuZANPMG5vGTtQyeJfKFXrB2P04MMNnIvCzH30EkiMS3JixnDbM5hB1n0YbY1D50k8oUGMwSnZOA0nezQOSIxL93XcgdLAdhCNW6zwYGLIpOGTREgx1rxCL3pxTZGMpdEHbkWqRjufJ/FXM5a/srZTLWzQheJnJJnrRN/piuD+Ig7eAc0cBKpEAlezAjm0pet/IJevGmtQyeJnJylMKh04JQAvOpTQxeJxKwevpnRLABgN8l8064MXBS5NGyKENOtLY9xHmls4j4W6Mi1SAW4hWVcxyqm0om/0DV0jshpeYqz+ReduZoP+Q5LNXASKWfmzr0sJIONPE4PXrF2oZNETp2lMLR04JQIvOTTQheJxJxWvouHmQnAAZK40a4OXBTZNGyKIM9bR/5INy5hHXfytl5IiJSjG30FN7GCl2jHE3QHs9BJIqfHjN9xLtm05yu8z9dYEbpIJHa4cwfvMIiP+DNdedY6hS4SOW37LIWbGIQDyTgv+DOhk0RiRiPfxx94AwPyMa63a0MnRTwNmyLMP+xs/sFZDGE13+NdDZxEysHVvorvspTXacWjnK9Bk0QvM35FT16jNd9iGdf5B6GLRKKfO99hKVfzIU/Tmac4O3SRyBnbbrW5nQtwoCrFPOPPhU4SiXopns9TzMCAoxhD7IbQSVFBw6YI9EfO4Tk68H+s5Ou8FzpHJKpd6mu5k3eYSXMepg/FGjRJlHMzHqY3eTTnByxmsK8JnSQS1b7GCr7C+7xAe37PuTogIVFvtTXiJ6QCUJNC/ukvBC4SiWKeTzbZGFAEXKFB0ynTsCkSmfE45zGdNtzMcq73laGLRKJSum/gXhawkMZMoB9Fpm95EhuKLYGJ9GM+TbiHhVzg60MniUSl6/wDvsUy/kNrHqOnBk0SMxZbMybTC4D6FPAnfzlwkUgU8nymlw6aioHLbGjooqiiV14Rys34Ob3IoQXfZwmX++rQSSJRpa9vZgRzWUEDxjKQo5YYOkmkXB21RB5kAEtpyHDm0c83hU4SiSqDfQ0/YDG5tOCn9MY1aJIY84a14wnOAaAFh/h/PiNwkUh0eZVsEgAHBjMkdE7U0bApghVbApPoxzya8mMWcaGvC50kEhW6+3bGMJu11GEUqRyxpNBJIhUi35IYTSofUpcxzOE83xY6SSQqXODruYeFzKMJk+hLsXa+SoyaZl34ByUXvO/EPrL8jcBFItHhFZ9KIiWDpiEMAUsJnRR1tLJGuEJL4EEG8C4NyWQ+A3TkWuQLneW7GM9MtlCDEaRz0JJDJ4lUqENWhRGksZGajGMmZ/vO0EkiEa2/b2I481hKQ8YxQDtfJeb9yXrwKq0A6Mku7veZgYtEItuLPo0kSgZNQxlEvgZNZ0TDpihQYImMJpWV1OV+5nC+bw2dJBKR2vkeJpLLHlLIJIO9WhgkTuy3kv/md1GNieTRwfeEThKJSD19K6OZw4fUZTSp5Gvnq8SJn1s/ZtEEgAw2c6cvCFwkEpme92dJxnHgFgaxz2qHTopaGjZFicNWhVGks55ajGUW3XxH6CSRiNLC95NFLvkkMYwMdlq10EkilWq3VWUY6RwiiUnk0sr3hU4SiShn+04eZBYbqckI0jhkVUIniVSqsZbOu9QDYAhr+aYvCVwkEln+7c9TjSIA7uACNmnQVCYaNkWR/ZbMcNLZQTUmkEcn3x06SSQiNPaDTCEHgEzS2Wo1AheJhLHNajCMDBzIIpemfjB0kkhE6OB7mEgeu6hGJhns185XiVP32sWsoRYAX2clV/uKwEUikeEpf5E6HAVgNP1YaY0CF0U/DZuizB6rWvJDEslMIpc2vjd0kkhQ9f0wU8ihGoUMJ531OgIhcW6j1SKTDFIoZAo5NPDDoZNEgmrl+5hELodIYhjp7LaqoZNEgrrNBrOFkv8f3MFS0n1t2CCRwH7vr9CIIwBMoSdzrVXgotigYVMU2m7VySSDQhLIIpdmfiB0kkgQtT2fyeRSnyOMIo3VVjd0kkhEWGt1GEk6dchnCjnU8fzQSSJBNPWDZJGLA8PIYJt2vooA8E27it2U3ERlNAvo4ZsDF4mE8ai/RmtKdoL/gS68Zh0CF8UODZui1CarSSbpJFHMFHJo6IdCJ4lUqup+lEnk0ZwDjCaV96xB6CSRiPK+1Wc0qTThIJPJpYYXhE4SqVQNSne+plBEJhlstFqhk0Qiyo12NQcpuRvjw8ykle8KXCRSuSb4W3RhDwDP0I6n7ZywQTFGw6Yo9pHVYQTp1KKALHKp60dCJ4lUiqpeyEPk0Z49jGMAi61x6CSRiLTEGjGWgbRhLxPIo6oXhk4SqRR1vGRXX23yGUEaa61O6CSRiHSdXUc+hgF/4A1q6+YSEieG+Wz6sB2A12jBb6xX4KLYo2FTlPvA6jGKNBpziMnkUlNHriXGVfEixjKLruxkEv2YZ81CJ4lEtAXWlIn0owu7eJBZVPGi0EkiFaqGFzCZXBpziNGkstLqh04SiWhD7AaOlg6cpjKDFJ16LTHudl/IJWwEYD6NmGIDAhfFJg2bYsAya8gDDKQV+5lIHtX8aOgkkQqR6MWMZC692MYj9CbHWoZOEokKedaSn9KH89nGaOaQ6MWhk0QqRFUvZAJ5tGEvDzKAd3U3IZFTcoXdQBFgQDbZoIGTxKgv+3KuZw0AK6jLKLsgcFHs0rApRiyyJkygH53ZzThmkawj1xJjzJ37WEAam3iM85hubUMniUSV16wNj9KTAWwmk/kkuIdOEilXVbyIccykC7uYSH8WWNPQSSJR5TIbSjElA6fpGjhJDLrEP+R7LAdgHTX4kV0SuCi2adgUQ2ZZC6bQh+5sZwyzSdKRa4kV7tzJ21zCOv5IN563jqGLRKJStnXgd5zLhaznLhaBBk4SIxK9mNHMoSfb+Sl9yLMWoZNEotJghuCUvEh8lezQOSLlpp+vZxhvA7CdqnzXLg9cFPs0bIoxb1hrfsn59GMLw5lHggZOEu3c+R7vMoTV/IOz+IedHbpIJKr9y87ib3ThCtZwO4s1cJKol+BOJvMZwGYepSevWZvQSSLRy1IYUjpwSgRe8amhi0TKrLNvZzxzAdhLFW6yqwIXxQcNm2LQy9aeJ+jOBWzgHhZieiEhUezrvMf/sZLn6MAf0e1IRcrDk3TjGTpyA6u4uXQ7uUhUcucuFnEh6/kd55JtHUIXiUS9fEthKINwIAl40aeFThI5Y819H4/xFgCHSeTLdk3govihYVOMmmqd+QtnM5iP+AHv6Mi1RKXrfSU3s5zptOFxzgOz0EkiscGM39CDV2jL13mPL/v7oYtETp87t7OYK1jD3+jCv+ys0EUiMWOf1eaW0oFTMs7z/mzoJJHTVtv38WdmYEABxjV2XeikuKJhUwz7K12ZSieu5UO+zdLQOSKn5XJfzfdZQg4t+Dm9cA2aRMqVm/ELevEmLbmVd7nKPwydJHJabmY5N7CKZ+jIk3QLnSMSczZZbe6g5E5d1Sji3/584CKRU5fi+UwtHTQVAlfZDaGT4o6GTbHMjCfozou046u8z1d8RegikVNyoa/jxyxiLk2ZRD+KTd+qRCpCsRlZ9GU2zbiLt7nEPwqdJHJKvuzv83Xe4xXa8mt6aOerSAVZaY0YTT8A6nCUp/zFwEUip8DzySYbA4qAy21o6KK4pFdwsc6MX3E+r9OK77CUa3xV6CKRLzTAN5HJfJbQiHEMoFCDJpEKVWQJjKc/b9OI+5hPmm8MnSTyha7yD7mVd3mTVvyCXho0iVSwudaKn3MeAI04wu/91bBBIicxvXTQVAxcxpDQOXGrTK/izKy+mf3HzD4o/bXe5zxurZm9a2bvmNmC032+lE2xGQ/Th5k05w7eYZCvDZ0kckLn+1buZw4rqccYBlJgiaGTpIy0TkSHo5bIGFJZQX1GMofeviV0ksgJXeIfcRdvM5tmZNGHYg2aop7WiejwqnXkD3QBoDUH+IW/FrhI5MRe9akkAA4MZghYSuikuFXWLQPDgdfdvRPweunHn+dCdz/P3Xuf4fOlDIosgQn0YyGNuYcFZPiG0Ekin9DNdzCWWaynFqNI47BVCZ0k5UPrRJQ4YkmMIo2PqMMDzOZc3x46SeQT0nwj9zGfRTRmPP0p0s7XWKF1Iko8befwDO0A6MoexntO4CKRT3rZp5FIyaBpqAZNwZV1lb4GeLL0/SeBayv5+XIajloiYxnIezRgBHPp65tDJ4kA0NF3M4E8dlCN4aSz35JDJ0n50ToRRQ5aMsNJZxvVGc9MOvuu0EkiAPT2LYxkDitowAMM5Kh2vsYSrRNR5DfWizdoDkA/tjHMZwcuEimR7dOoguPATQxinwZNwZV12NTEvWRiUfpr4895nAMzzGyhmd16Bs/HzG41swVmtuAo+WXMjl//O3K9mjqMYTbdfVvoJIlzrX0fk8llP8lkksEeqxo6ScqX1okos9dSGEYG+0hhEnm09b2hkyTOnevbGcssPqIOo0jliCWFTpLypXUiyky2gcynEQCXsJFbfVHgIol3z/hzpJQOmr7DRWy32qGThFMYNpnZa2a29ARv15zG10l19/OBy4EfmlnG6Ya6+2/dvbe7966CppRlcciqMIJ0NlOT8cyii+8MnSRxqpkfYAo5FJJAJhlst+qhk+QMaJ2IPTutGsPIoIAEssihhe8PnSRxqrPvYjwz2UoNhpPOQe18jUpaJ2LPKLuA96kDwFBW82VfHrhI4tXT/gI1KQTgJ6Sy3uoHLpL/Oemwyd0vcfdzTvD2PLDVzJoBlP56wm0y7r6p9NdtwLNA39JPndLzpfztsxSGk85uUphIHu19T+gkiTMN/RBTyCGJYjJJZ5PVDJ0kZ0jrRGzaYjXIJIMEnCnk0MgPhU6SONPW9zKJPPZRsttur06JiFpaJ2LTnXYpGyg5UPg9lnOJfxi4SOLNk/4S9SgAYDy9WVzyrUAiRFlPo3sBuLn0/ZuB5z/9ADOrYWa1/vc+MAhYeqrPl4qz06qRSQaHSWIyubTUkWupJHX9CFnkUosCRpDOR1YndJJUHK0TUWyd1WY46VSnkIfJoZ4fCZ0kcaKF7yeLHApIYBgZ7LRqoZOk4midiGLftivYXrpLbBhv08/XBy6SePG4z6AZhwF4jHPItbZhg+QzyjpsmgxcamYfAJeWfoyZNTezl0sf0wTIM7PFwDzgJXd/9YueL5Vna+mRa4AscmjiBwMXSayr6QVMJpfGHGIUaXygOxTHOq0TUe5Dq8coUqnPYbLIoZbrOidSsRqV7nxNwMkkgy1WI3SSVCytE1HuJhvCPkqupTaeuXTW3Uylgv3UX6cj+wD4G515wboELpITMXcP3XDaalt972cXh86IKe19Dz/lLfaTzD18SUcQpUJU86NkkUsH9jCaVBZZk9BJMec1n7rwU7eEjktaJ8pfT9/KQ8xkDXUYRgaHrEroJIlB9fwIj/Bf6pDPfWTwoQ5IlDutEyW0TpS/5/1ZqlEEwC0MYpMu0iwVYIznkcYWALJpy68s7r+dlbvyWifKurNJYsRqq8tI0qhLPpPJpbaOXEs5S/YixjGLzuzmIfpr0CQSZd62JoynPx3Yw3hmkuKFoZMkxtTyfLLIoT6HGUmaBk0iUeYau44CDAP+zAxq+77QSRJj7vJ5xwZNOTTToCnCadgkx6ywBoxmIM04wCRyqe5HQydJjEjyYsYwm+5sJ4s+zLbmoZNE5AzMseZk0Zdz2MEDzKaKF4VOkhhR3Y8yiTxacIAxpPKeNQidJCJn4Cq7gULAgKnMIEUHsKWcfMsXcyXrAHib+jxkqYGL5GQ0bJJPWGKNGccA2rGXCeRRVUeupYwSvJjhzKMfW/gl5/OmtQ6dJCJl8F9rxSP0og9bGclcErw4dJJEuRQvZDwz6cAextGfd6xx6CQRKYPLbSjFlAycsskGDZykjK72FXyVDwBYRW0y7aLARXIqNGySz5hnzZhEP85mJ2OZpSPXcsbMnXtYyAVs4Dd052VrHzpJRMrBq9aOx+lBGpu4jwVYFF7/USJDFS/iAWbTjR1Mpi9ztfNVJCYMZsixgdN0skPnSBRL97XcUXrzyc1U4wc2KHCRnCoNm+SEcq0lP6c3vdjGKOaSqCPXcrrc+T6LGcxH/IWzmWadQxeJSDl61jrxJ7pxKeu4g7dBAyc5TQlezEjm0oetPEIv3rJWoZNEpLxYCoMZglPygvNVnxq6SKJQD9/MaBYAsJtkbrYrAxfJ6dCwST7XDGvLY5xHKpv4CfNJ0AsJOQ3fYhnXsYqpdOKvdA2dIyIV4O904Wk6czWr+S7vauAkp8zcuY8FpLGJx+nBdGsXOklEypulMLR04JQIvOzTQhdJFGnv23mYmQAcIIkb7erARXK6NGySL/S8deQPnMPFrOdHLNILCTklN/oKvsYKXqQdT9AdzEIniUhFMOP3nMsLdOBGVvI1VoQukmjgzh28zaWs409041nrFLpIRCrIPkvhJgbhQBWcbA2c5BQ08n38hrcw4AgJXG/Xhk6SM6Bhk5zUP60L/+AsrmQNt7FEAyf5Qtf4Kr7LUl6nFb/ifA2aRGKdGY9xHv+hdcmORv8gdJFEMne+y7tczWqepjN/p0voIhGpYNutNrdzAQ6k4Dzjz4VOkghW2/N5ihkYUIBxtV0fOknOkIZNckr+yDk8S0eG8gHfYHnoHIlQg3wtd/AOM2nOw/ShWIMmkbjgZvyU3uTSgh+wmMt8TegkiVBfYwU3spIX6MDvOVcHJETixGprxE8ouVV9TQp52l8IXCQRyfOZSjYGFAFX2g2hi6QMNGySU2PGr+nBdNrwTd5jqK8MXSQRJsM3cA8LWEhjJtCPItO3F5F4UmwJTKIv82jC3SzkS74+dJJEmOv8A77FMmbQhsc4T4MmkTiz2Joxnt4A1KOAJ/2lwEUSUTyf6aWDpmLgMhsaukjKSK8G5ZS5GT+nN2/RkttYwpW+OnSSRIi+vpkRzGU5DRjLQI5aYugkEQngqCUyjgEspSGZzKO/bwqdJBHiMl/DD1hMDi34Gb1wDZpE4lKuteUxzgGgGYd53GcELpJIMZ1sEgAHBjMkdI6UAw2b5LQUmzGZvsyhKT9iERf5utBJElh338YYZrOautxPGkcsKXSSiASUb0mMJpVV1GU0c+jpW0MnSWBf8vXczULm0YRJ9KNYO19F4toL1oV/UHJjgI7s46f+euAiCe0Vn3ps0DSEIWApoZOkHGi1l9NWaAmMZwCLacQw5jPQN4ZOkkC6+E7GM4vN1GQEaRyyKqGTRCQCHLIqjCSNjdTkQWbR1XeETpJA+vsmMpnHUhoyjgEUatAkIsCfrAcv0RqA7uxmjOcFLpJQXvJpJFEyaBrKEPI1aIoZWvHljBRYIg8wkJXUYxRzOV9HruNOe9/DRPLYTQqZpLNPC4OIHGe/pZBJBjupxgRm0sF3h06SStbTtzKaOaW73FLJ185XETnOL60veTQFII0t3OXzAhdJZXvBn6UKjgO3MEivJ2KMhk1yxg6XHrleTy0eZBbddOQ6brT0/Uwml8MkkUkGu6xa6CQRiUC7rSrDyOAgVZhMLq19X+gkqSRdfQcPMosN1GIk6dr5KiInNM7SWEI9AK5kHd/0JYGLpLJM9eeoShEAd3ABm6x24CIpbxo2SZkcsGSGk842qjOBPDrpyHXMa+IHySIHgEwy2Go1AheJSCTbbtXJJJ1ijCxyaOoHQidJBevou5nATHZSjUzS2W/JoZNEJILdZxezipJBw9dZydW+InCRVLSn/EVqUwjAaPqx0hoFLpKKoGGTlNkeq8pw0tlPMpPIpY3vDZ0kFaS+HyaLHKpRyHDS2WC1QieJSBTYaLXIJINkiplCLg38cOgkqSD/v737DpOqMNs//n12FxaW3nsTBStKEWm7UWMBI2IhxUSjxsTExPyieSMLIgoiwmJ8jaYYo/GNJTEa1CiWqGh0l6qg0qQLSll6F1i2PL8/ZlwGBLbNzJnduT/XNRdn5rSbs2fn2XlOmY6+m4nk8SW1GEEWO61O0JFEpBr4uV1EPqEz5W9hEZm+JthAEjOP+xu04AAAk+nJHOsQcCKJFTWbJCq2WAYjyKKIFHLIo62OXNc4Db2AHPJoQgF3MIjPrHHQkUSkGlljjRjFIBpSwGRyaewHgo4kUdba95JDLiUY2WSyxTKCjiQi1ch19i12EDoTcgxzOdPzA04k0fawT6MjXwLwGKcyzboGnEhiSc0miZp8q88IskijhMnk0sL3BR1JoiTDC5lIHm3YyxgGsNSaBR1JRKqh5daUMQykJfuYyHTq+cGgI0mUNPP9TCaP2pSQTRbrdeariFTCd+0y9hL6MoH7mcEJviXgRBItE/x9TmYnAFM4gX/ZqcEGkphTs0mi6gtryEgyqc9BcnTkukao40VMYDpd2MU99GeBtQw6kohUYwutBePoTyd2cR/TqeNFQUeSKmrsB5hMLg0pYBSDWGONgo4kItXYlXY5BRgG/Jn3aaEvl6j2RvpMzibUOJxGO/5ivQJOJPGgZpNE3UprwmgG0Zz95JBHAx25rrZqeTFjmckpbGMi5/CBtQk6kojUAHOtNffRj+7s4B5mUMuLg44klVTPDzKR6bRkH3cykOXWNOhIIlIDDLWrKAw3nP7OWzT0gqAjSSX9zOdxPhsAmENLJlv/gBNJvKjZJDGx2JpzNwNozx4mkEddLww6klRQqpcwmjn0ZjMP0Ic8ax90JBGpQaZbO35LH3qyhTHMJtVLgo4kFVTHi7iP6XRkN+PozyJ9m5CIRNEldhXFgAFTmApqOFU73/VFXMlqAD6lMWMsK+BEEk9qNknMfGytuJd+dGMn45lB7fCR65T0OqWPZGWpqaWPyO2Rkl6HlIyM0oel1Sp9xFOKO7fzIQPZwO85i7etc1zXLyLJYZp14iF60p98svmAFPfD3vfi/d6XqI7cJim1a5c+IutJPNXyYu5hBt3ZwX2cw1xrHdf1i0hyGGzDKSHUcHoz3HBSnfi6r9WJiM8WQdWJwb6SG1kKwBrqc6tdENf1S/DUbJKYmmVtyeFszmArdzOLNB25Tnzu/D8+4pus5XFO5xU7MehEIlKDvWpd+QtncB7ruJV5mHvQkaQMqV7CGGZzJlu4nz7MsHZBRxKRGuxihuKEPrj+h6lBx5FyOMfX8ms+AWAzdbjJBgcbSAKhZpPE3H+tI7+jF33ZyCjmkKKGU+Jy56cs4Fus5h+czHN2ctCJRCQJ/Mu68wynMIQ1/KzkI1DDKWGluJPNB/Qnn4fpxTvWKehIIlLTWTpDww2nVOD1wmeDTiTHcZpvYjxzANhFLa6xSwNOJEFJCzqAJIc37ATqehE3s4CC9AU82OZbuBmff+fQN5t1fnBB6XDx3r1BxIwtO9TbTWnUsHTYO7c9bLKi+rVLh2uvOfR1r8Xr8w+bzoujf0Pda1jCcFbwEifyf5wW9eWLiBzLk5xKXQq5qmQ5+5u35KnW5wLwxdBDN5xuP/nD0mEvqtn3AjzsUvOTTzhs3MEWGaXDdVZsKh0uXrehdDgWNcLcuZV5nMc6HuUMXrMTyp5JRCQKCiyd4T6UKUwlDZha+DzDTs0GIP+C5qXTtfrTnNLhWLwPJpKUjEO1gJM6HzbuQPv6pcMZy7aWDhetWnNoohicANDWd/MgeQDsJ5Vv27Cor0OqD53ZJHHzonXjSU7lwt2L+Nmmt3XkOsFc5cu5jk95k048wplgFnQkEUkmZvyZM3mj6Vl8f/N0hm+eGXQiieTOzcxnCGt4mlOYYt2DTiQiSWa3pXM9F+FAbYp58dPJQUeSCA19N3/jLQw4iDHMrgg6kgRMzSaJq2c4hRea9uWynR9x/Zb3g44jYZf4Z/yMBbxPe/6XPrgaTSISBDN+3+4S/tv4NH688V0u3To36EQSdh2LuYKVTOEknuLUoOOISJLaYA35VftrAKhLEc8vfSDgRAKQ7gVMCTeaioBL7aqgI0kCULNJ4suMx1ucx2uNz+K722fz07xpQSdKeuf7F/yKj5hNaybRlxI1mkQkQCWWwm87XMbsBidxy4b/cNmCD8ueSWLqO76Ma1jK63ThUXrozFcRCdTyhh25q92VADQoKeA/j48NNlCy8wKmMhUDioEhNjzoRJIgdM8mibui5at4yLuSznZu++/rtOu9ifeuPpmHb55dOs2l3TIPm6cm3MMppdahXzdr0ax0eHOfRodNd+DQKNoVHboGPWXj5sOmi8Z16AN8PSP4kPm0YDz9KTL1n0UkWMULl1IM3OOncy+7mPjas0y47F380vp8fFNR6XSju/Y7bL6acG+OyK+lTml+6F5Vm/o1Pmy6fa0ODbcvOFQnUvMP3b8pWttjqK/iJyzkXTrwEL3UaBKRwBUvWc5sUphMT0bwMa337Wbe1NvZN70tq//n0G06bu86sHS4JtQI4PB7wDZpXDr8xeDGh02277QDpcMdnj9UJ+qsWVs67EXRuWfTm+FGUwkwmKFRWabUDPpkKYFwM+6nD5+c257v/HYe/V9eFXSkpNPLNzGaOSynCXczgIOWWvZMIiJxUmip3M0A6F2HlJ9vwt75MuhISecC/5z/x8fMpA2TOVtnvopIQplmXfkroW9OTl1dTN0h+WXMIdH2H59CCuDAxQwFSw86kiQQNZskMCWWwhMTB/Fpvzb84N452CvV/+yl6uI038o4ZrKWBtzBIPZbraAjiYh8zQFLo/jp1tC9Nik/3kSD2QfKnkmiYpCv4zd8yEe05F76UawzX0UkAT1np1Nwfehb2dIWFNH5B5vKmEOi5Q2fQiqhRtNQNZrkKHQZnQRqyYAiRvg5TCSPk3++hZtXXMS7vU6m/o11D5uu9R9q2NeYFh36P2RsOfz/Uy+iRqat33ZolsIiouEk38EEprOZDEaSyV6rHZXliojEwpBT+tDIC3iA9+hw3Q5uvOeHLOzWjtaDDv+jNuX9jwJKGCMlhy5vaLj64GGjGqw71PiptfrQJdbRqhNnez53MIelNONuBlCoM19FJIENffISRjCLC1hPw+mFFP/Y+cf9A9n/rd6l09R55YMAE0aPpUScYVp06D2//vrDv+W79q46pcP1Pvk8YpbCqOSY6i+QRqjRNJyLKFCjSY5Ch6kkcAWWxp0MYmnH1vzxoWfpt/izoCPVWJ18FxPJYze1ySaTnVan7JlERAK2y9LJJovtjTJ49J5n6LZGR65jpYdv4W5msYZGjGYgB0zHJUUk8U22/syhJQA9317P0InzAk5Uc73kL5GO48CNnM9uaxh0JElQVWo2mVlTM3vbzFaE/21ylGm6m9knEY/dZnZreNxYM1sfMe6SquSR6muf1eK6kTewplVTHvvt0/TIXxN0pBqnre8lhzyKSCGbLLZaRtCRJAmoTki0bLO63HjPD9mfXovH7n6a9vu2Bh2pxunu2xnPDDZSj1Fk8qXOfJU4UJ2QaBljWaw5PbT7ZD23imuXvBVwoprneX+FeoSuyriNTNZa0zLmkGRW1TObRgLvuPtJwDvh54dx92Xufpa7nwX0BvYBL0VM8uBX49399SrmkWpsZ4MMfjjqBrY0bsCf/v0Y3TevDzpSjdHC9zGZXFIpYQRZ5Fv9oCNJ8lCdkKhZ36oJPx73Qwxn8vy/0vLAjqAj1RhdfCf3kcdOQmeR7dIlERI/qhMSNX985kI2dQr9nfuT5dP41qoZASeqOZ7y12hM6LLusZzNYmtVxhyS7Kp6bvQw4Nzw8JPAe0D2cab/JrDK3T8/zjSSpLr+4GMARntfHqw1g8eef4TfnHg9a+s0J6VLp9LpilZWz8vsSiLvpRHx9dQN9h7+DUtecOjeHMV79kSMqNzXkzb2A+SQS30O8hu+wRc61VXiS3VCoqbtFYspAEb7AO5Pmc5v5z3O7Z2uYUet+tCmdel0RfkbgwtZBV5y6J4bJdu2lw7Xmbn3iOkO1YOi/QciR1Rqve18DznkUUAaI8him9UteyaR6FGdkKiZ37OEaxnMM7xKSw6Qvehl9hTW5aMTOh82XdFnawLJV1WRdaJ426EDLk1eXXL4dAcPfZ4o2revyut91N+kNfsBeIgezLROZcwhUvUzm1q5ez5A+N+WZUz/PeDZI167xcwWmNkTRzttVpLPZqvHyK7X4hgTVz1NqwIdua6sBn6QSeTRnP2MZhAr9Ssm8ac6IVG3yhpzV8fv0LRoL/etfZYGRVX/QzpZtfQvmUwuANlkssnqBZxIkpDqhETdNXYpu1JD9ya9d9k/6fbl2oATVV8P+Dt0IXQA/Bm68Zp1CziRVBdlNpvMbJqZLTrKY1hFVmRmtYHLgH9FvPwI0BU4C8gHHjjO/DeZ2Vwzm1tIQUVWLdXQ+jrNGNX1GuqUFDJp1TM0LdpT9kxymLpeyATy6MAe7mYAi6150JGkhlKdkCAsrduOcR2G0/bgDu5d+xwZJQfLnkkO09T3M5k86lLEKDJZqzNfJUZUJyQIwwfcyX6rBcDvNj5Hm4ItASeqfsZ6HmcQOvA/lc48ZT0CTiTVibl72VMda2azZcC57p5vZm2A99y9+zGmHQb8wt0vOsb4zsCr7n56WettaE39HPtmpXNL9dHdtzOZXLamNmBE02HsSqmLR1wycNhlZtWVHdHzreRlEJFqezETmM4ZbGUc/Zllbau8TKkepvmUee7eJ+gcX1GdkFg7xzcwllksSWvFmEaXUGC1KIm4ZKBk//4A0yWuBl7AA7xPa74kmyyWWLOgI0mcqE6EqE4kj1f9hdJvT/te6x+xO70hJVu2lY5XnTi6X/scBhM6IyyXNtxrAwNOJPESrTpR1cvoXgGuCw9fB7x8nGmv5ohTXsMF5StXAIuqmEdqmGXWlDEMpFXxbu7d8Sr1SnQUqixpXsLdzKIHW8jhbDWaJGiqExJTc6wtk+jLqUWbGLP7LWp5cdCREl6GFzKR6bRjL3cxUI0mCZrqhMTUpXYVRRgG/HPjE6QX6PNEWW7w+aWNpo9opkaTVEpVm02TgAvNbAVwYfg5ZtbWzEq/CcLMMsLjXzxi/slmttDMFgDnAbdVMY/UQAusBfc2vphORdsZt/N10r0w6EgJK8VLGMUc+rKR39GL/1rHoCOJqE5IzL1vHXi4fha9C9eRvWcaKVE4Q7SmSvcixjODruxkHP35xMq6PY5IzKlOSMwN7fQrigEDXtr4CKjhdExX+VKuZgUAK2jISDsv4ERSXVXpMrqg6LTX5JPWsgUDD6xi1K63WZDamrsyLqDQ0nQZXeRi3PkNc7mIz3mEHryom/clpUS7PCIoqhPJJ61ZMy7bv5Cbv5zJtNQu/Lb2QNxMl0dEqOXF3MNMerKJ+ziHXOsQdCQJgOpEiOpEcknr2B4KCnht4yOkACXAkIxrAV1GF+l8X81I5gGwngxusEsCTiRBSJTL6ETiomjzFt7f3ZAH6E3P4nzu2Psutm9fqFET+aiOvOTwR6WW4fyCT7iIz3mSU9VoEpGkU7RtGy/ua8v/cRoXFK/mFwdm4TpyXSrFS7iDOfRhEw/SR40mEUkqRV+so2jTFi5mKE7oQ/Dr+56m5IDqxFfO9PzSRtM20tVokiqrpp/OJVm9bZ35fUof+vt6bi+erUslwn7EIoaxiufpxjOcEnQcEZHA/IOT+aedzFBfxU9K5kM1PIM72syd25nLIDbwB87iTescdCQRkWBYOkPDDadU4I2Sf5U1R1I4wbdwPzMA2EsaV9vQgBNJTaBmk1Q7U1NP4vGUMznfP+dXPi/pP0hc7Uu4mmVM5QQe4wwwCzqSiEhwzHgipQcv24l825dxDUuCThQsd37Jx1zAFzzBabxsJwadSEQkUAWWznAG40AazlR/IehIgWrhu/kz72PAAVK40i4POpLUEGo2SbXjRYU85yfxd07mElbzU/8ESoorfwlaNTbMV/IjFjONjvyenmo0iYgAXlLCH/1M3qIT1/EpV/ryoCMFw52fsJChfMazdOdZ05mvIiIAu60+N3I+DqTjvOj/DjpSIBp6AX/nLQw4iHGZXRl0JKlB1GySautvnMZLnMhwVvBDPg06Ttxd7Gu4hU+YTlvupw+uRpOISCk34wF6k0s7bmYBQ3x10JHi7gcs4Tss59905QlODzqOiEhCWWtNuY1MAOpTxHP+SsCJ4swLmMJUDCgCvmVXBZ1Iahg1m6T6MuMRzuQNOnMtSxjuy4JOFDdZvo7bmMtcWnEf51BSXW+OLiISQyWWwkTO4QNacyvzOM+/CDpS3FzhK7ieT3mLTvyJs3Tmq4jIUSy2Vown9KVbTTjIU/5awInixAt4K9xoKgGG2PCgE0kNpE+oUq25Gb+jN+/Rnp+ykEt9VdCRYq6v5zOKOXxKM8bSn0JLDTqSiEjCKrIUxtGfhTQnmw/p7xuCjhRzQ3w1P2c+ubTjAXrrzFcRkePIs878IXz2Z2v286i/GXCi2Hsz3Ghy4GJ0M3CJDTWbpNorMSOHvsymNb/kY77pnwcdKWbO9M3czSw+ozF3MogCSws6kohIwjtoqdzFQFbQmDuZTU/fFHSkmDnPv+BW5vEBrZmoM19FRMrlFTuZZ+gGQBf28IC/E3Ci2HnDp5BCqNE0lKFg6UFHkhpKf4FIjVBkKYynP/Npwe3MZaCvDzpS1J3i2xjPDNZTn5EMYp/VCjqSiEi1sc9qcQeZrKMB45jJab416EhR1983kM2HLKQ54+hPkRpNIiLl9pT1YCqdATiDHYz1vGADxcBr/gJphBpNwxlKgRpNEkP6K0RqjK+OXC+jCaOZTR/fGHSkqOnqO5nAdLZTl5FkskeFQUSkwvZYbbLJZBt1mcB0TvQdQUeKmp6+iTuZzXIaM4aBHNQl1iIiFfZ760MubQAYwCZ+7XMCThQ9r/hL1MJx4AdcxG59npAYU7NJapQDlsZoBvE5jbibWZzhW4KOVGUdfDcTyWM/aYwgk+1WN+hIIiLV1k6rwwiy2EttJpFHR98ddKQqO823Mo6ZrKUBo8lkv858FRGptHttIB/TFIDBrOUGnx9woqp7wf9NHYoB+BnfYIs1DDiRJAM1m6TG2Wu1GcUgNpPBeGbQzbcHHanSWvuX5JCHAyPIYrPVCzqSiEi1t8UyGEEWRaQwmVza+N6gI1Xaib6DCUxna+mZr7WDjiQiUu1l2/msINSQuZoVXOVLA05Uef/wqTSgCIBR9OczaxFwIkkWajZJjbTT6pBNJrupzUSm09l3BR2pwpr5fnLIJZ0isslivTUIOpKISI2xweozkkxqUcJkcmnu+4KOVGEdfTeTyGMPtckmi51WJ+hIIiI1xi/sItaTAcBPWcT5vjrgRBX3hL9OcwoAmERv5lm7gBNJMlGzSWqsreEj1wdJYRJ5tPM9QUcqt0ZeQA65NKaAO8hkjTUKOpKISI2zxhoxikE04CA55NHYDwQdqdza+F4mk0sRKWSTxRbLCDqSiEiNc4NdwnZCZ4yOZB5nen7AicrvD/427QkdSHmU03nXugScSJKNmk1So220+mSTRSol5JBHi2pw5DrDC5lIHq35kjEMZJk1DTqSiEiNtdyacicDack+JpFHfT8YdKQyNfd95JBLGiVkk8kGqx90JBGRGut7dhl7SQPgfmZwQjW4J+xEf49uhK7s+Ccn8oKdHHAiSUZqNkmN94U1ZCSZ1KOQyeTSJIGPXNfxIiYwnc7sYiwDWKBrqkVEYm6RtWAs/enAHiYwnbpeGHSkY2rsB8ghj4YcZBSZfK4zX0VEYu5Ku5wDpGDAn3mfFgn85RJ3+Ax6sxWAN2nPE3ZWsIEkaanZJElhlTVhNANpxn4mkUeDBDxyXcuLGctMTmEb93EOc6110JFERJLGPGvNfZxDd3YwjpnU9uKgI31NfT/IJPJoyT5GM4gV1iToSCIiSeMyu5KDGAb8nbdo6AVBR/qan/s8ziV0qd9sWvKA9Qs4kSQzNZskaXxqzbmbAbRnD/eRR0YCHblO9RLuZDa92cwD9GG6tQ86kohI0plh7bifPpzJFsYwizQvCTpSqbpeyASm04E9jKU/i6150JFERJLOt+wqigEDpjAVEqjh9H1fyOWEbmK+mMbcZVkBJ5Jkp2aTJJWPrRX30o+T2Ml4ZpDuRUFHIsWdEXzIAPJ5mJ68bZ2DjiQikrTesU48TC/6sZFsPiDFPehI1PZixjGT7uxgAucwT2e+iogEZrANp4RQw+mtBGk4DfaVXM8yANZQn9vsgoATiajZJElolrUlh7M5na3cxSxqBXmphDu/4iPOZy2PczpTrWtwWUREBIDX7AQe5QzOZR23MQ8LsOGU5iWMYRZnsoXJnM1MfW21iEjgLmYoTqjh9CZTA80ywD/n13wCwCbqcJMNDjSPyFfUbJKk9F/ryO/oTV82MYoPSAniUgl3fsoCLmE1f+dkntO3RIiIJIwp1p2nOYXBrOFm5kMADacUd7L5gH5s5CF68a51jHsGERE5CktnaLjhlAK84VMCiXGab2IsHwKwk1pca5cGkkPkaNRskqT1hnXhT5xJJuv5DXPjfuT6h3zKcFbwEifyN06L67pFRKRsT3EqUziJK1jJDSyO67rNnduYx7ms41F68LqdENf1i4jI8RVYOsPDDac04DV/Ia7r7+DbeZA8APaRyndsWFzXL1IWNZskqb1kJ/E3TuVCvuAWPo7bkevhvoxrWcIbdOYRzgSzuKxXREQqwIxH6cFrdOH7LOW7vjQ+63XnZuYzmDU8xSlMsW7xWa+IiFTIbkvnei7CgVo4r/hLcVlvQ9/NX3kXAw5iXG5XxGW9IhWhZpMkvb9zCs/Rjcv4jB+zMOYNp0t9FT9lIf+lPb+jN65Gk4hI4jLjYXrxDh34MYsY5itjvsobWMwVrGQKJ/E0p8Z8fSIiUnkbrCG38A0A6lDMC/7vmK4v3QuYwlsYUARcalfFdH0ilaVmk4gZj3MGr3AC32U53yd2R66/6Z/zSz5mFm3IoS8lajSJiCS8EjPu52xm0JZb+IQLfU3M1vVdX8r3WcqrdOFReujMVxGRamC5tWAU/QFoQBH/8BjdNNwLmMpUDCgGhtjw2KxHJArUbBIBMOMP9ORtOoaOKPuKqK9ioK/nduYynxaMpx/Fpl8/EZHqothSmMA5zKMl/8NcMn1d1Ndxma/kxyziHTrwe3qp0SQiUo3Ms3ZMpicAzSngCX89uivwAt4MN5pKgMEMje7yRaJMn3ZFwtyM39KHPNrxc+Zzsa+O2rJ7+0buYA7LaMJdDKTQUqO2bBERiY9CS2UsA1hCM0Yxh76eH7VlX+hr+CWfMIO23M/ZOvNVRKQammZdeSx8+XN79vF7fztqy/4PU0kBHLiYoWDpUVu2SCyo2SQSocRSmEhfPqQVv2Ye3/C1VV7m6b6FscziCxoymkEcsLQoJBURkSAcsDRGM4jVNOIuZtHDN1d5mZm+jv9hLvNoyQTO0ZmvIiLV2L/sVKYQ+gbR7uxior9X5WW+4VNIJdRoGqpGk1QT+mtG5AiFlso4+rOI5ozkA/r5hkovq5tv515msJkMRjGIvVY7iklFRCQI+6wWd5DJRuoxnpmc7Nsqvay+ns8o5rCEZoxlgM58FRGpAf5ivZhGOwB6s5U7fEallzXVXyCNUKNpOBdRoEaTVBNqNokcRYGlMYaBrKIxY5hNT99U4WV09l1MZDq7qU02mey0OjFIKiIiQdhl6WSTxU7SmcB0uvjOCi+jh2/mLmaxmkY681VEpIaZbP2ZQ0sAziWfn/u8Ci/jJX+JdBwHbuR8dlvDKKcUiR01m0SOYZ/VYhSDWE99xjGTUypw5Lqd72ESeRwkhRFksdUyYphURESCsM3qMoIsCkgjhzza+55yz3uyb2M8M8mnPqPIZJ/VimFSEREJwhjL4lMaA3A5q/m+Lyz3vM/7y9SjGIDbyGStNY1FRJGYUbNJ5Dj2hI9cb6cu9zGdrr6jzHla+D5yyCOVErLJYqPVj0NSEREJwiarRzaZAOSQSyv/ssx5uvhOJjCdHaQzkkx265IIEZEa61a7gDWEPg9czzIG+8oy53naX6UxhQCM5WwWW6uYZhSJBTWbRMqww+owgkz2kcYk8ujou485bRM/wGRyqUchI8nkC53qKiJS4621howkk7oUkUMuTX3/Madt73vIIY8DpJFNFtusbhyTiohIEG6ywWwmdEuNX/MJA/zzY077qL9JKw4A8BA9mGmd4pJRJNrUbBIph81WjxFkUYKRQy6tfe/XpmngB5lEHs3Yz2gGssqaBJBURESC8Jk1ZjSDaMoBcsijoRd8bZpW/iU55AKQTRabrF68Y4qISECusUvZReiS6bF8yGlHuSfsgz6NLoQuyf4b3XnNusU1o0g0VanZZGbfNrPFZlZiZn2OM91gM1tmZivNbGTE603N7G0zWxH+V5/OJWGttwZkk0VtSphMHs0ijlxneCH3kUd79nA3A/jUmgeYVCRxqE5IMllizRjDQNqwl4nkkeGFpeOa+n5yyKUuRYwkk3XWIMCkIolDdUKSybdtGPsJfevog+TRwbeXjrvHczmNnQD8my78w84IIqJI1FT1zKZFwJUQPkx3FGaWCvwRGAKcClxtZqeGR48E3nH3k4B3ws9FEtYaa8QoBtGQAiaTSyMvIN2LGM8MTmQn4+nHx7qmWiSS6oQklfnWknvozwnsYgLTqeNFNPQCcsijCQXcwSA+s8ZBxxRJJKoTklSG2RUcxDDgr7xLQ9/Nr30O/dgMwHu04U/WO9iQIlFQpWaTuy9x92VlTNYXWOnun7n7QeCfwLDwuGHAk+HhJ4HLq5JHJB6WW1PGMJCW7COHXMYxk9PZSg59mW1tg44nklBUJyQZfWBtmMg5nMI27mEGk8ijDXsZwwCWWrOg44kkFNUJSUaX2lUUAQZM4S0GsxaAeTTnPhsYaDaRaInHPZvaQfi3J2Rd+DWAVu6eDxD+t2Uc8ohU2UJrwTj604Vd9GYzD9GL96xD0LFEqivVCalxcq09D9KbnmyhKzu5h34sMO2+IpWkOiE1zhAbTjGhhhPAchoxys4NLpBIlKWVNYGZTQNaH2XUaHd/uRzrsKO85uWY78gcNwE3hZ8WTPMpiyq6jDhrDmwNOkQZlLEKpgGTQoPN4aOt+EeB5ilDwm7HCMoYHd3jvULViUqrDvuTMlbBNOD20GBzmLm14nt1XCXsdoygjNGhOhGiOhEdylgFER/Gm8OurfiU4MKULWG3YwRljI6o1Ikym03ufkEV17EOiDzloz2wITy8yczauHu+mbWB8IWqR8/xF+AvAGY2192PeQPBRKCM0aGM0aGM0VFdMsZ7naoTlaOM0aGM0aGM0VFdMsZ7naoTlaOM0aGM0aGM0VFdMkZjOfG4jO5D4CQz62JmtYHvAa+Ex70CXBcevg4oz5ENERGpWVQnRETkeFQnRESqmSo1m8zsCjNbB/QHXjOzN8OvtzWz1wHcvQi4BXgTWAI87+6Lw4uYBFxoZiuACym9KklERGoC1QkRETke1QkRkZqpzMvojsfdXwJeOsrrG4BLIp6/Drx+lOm2Ad+sxKr/Uol54k0Zo0MZo0MZo0MZK0h14riUMTqUMTqUMTqUsYJUJ45LGaNDGaNDGaMjaTKae2LfrVJERERERERERKqPeNyzSUREREREREREkkTCNpvM7NtmttjMSszsmHdrN7PBZrbMzFaa2ciI15ua2dtmtiL8b5MYZCxzHWbW3cw+iXjsNrNbw+PGmtn6iHGXfG0lccgYnm6NmS0M55hb0fljndHMOpjZf81sSXi/+FXEuJhtx2PtXxHjzcweDo9fYGa9yjtvHDP+IJxtgZnNNLMzI8Yd9eceQMZzzWxXxM/wrvLOG8eMt0fkW2RmxWbWNDwu5tvRzJ4ws81mdtSvaU6EfTHeTHUibhnD06lOfH2dqhHxyagaUb6MqhMRTDUirjnD06lOfH2dqhPxyag6Ub6M8a0T7p6QD+AUoDvwHtDnGNOkAquAE4DawHzg1PC4ycDI8PBIICcGGSu0jnDejUCn8POxwG9ivB3LlRFYAzSv6v8xVhmBNkCv8HADYHnEzzom2/F4+1fENJcAbwAG9APmlHfeOGYcADQJDw/5KuPxfu4BZDwXeLUy88Yr4xHTDwXejfN2zAJ6AYuOMT7QfTGIB6oTcc14rP08UbYjca4T5XxvU42ITsZzUY0oT07VicP/v6oRcc55rH09UbYlqhOVzag6EYWMR0yfFHUiYc9scvcl7r6sjMn6Aivd/TN3Pwj8ExgWHjcMeDI8/CRweQxiVnQd3wRWufvnMchyLFXdDgmxHd09390/Cg/vIfRNJO1ikCXS8favrwwDnvKQ2UBjM2tTznnjktHdZ7r7jvDT2UD7GOSoUsYYzRvLjFcDz8YgxzG5ey6w/TiTBL0vxp3qRNSoTlSOakScMsZo3lhmjHuNANWJI6lGRJXqROWoTsQpY4zmjWXGpKgTCdtsKqd2wNqI5+s49IbRyt3zIfTGArSMwforuo7v8fWd6pbwKWpPxOKU0gpkdOAtM5tnZjdVYv54ZATAzDoDPYE5ES/HYjseb/8qa5ryzBuvjJFuJNSt/sqxfu7RVN6M/c1svpm9YWanVXDeeGXEzDKAwcALES/HYzuWJeh9MVGpTkQvo+rE4VQjokM1In6C3h8TkWpE+ahOVI7qRHSoTsRPVPfHtKhGqyAzmwa0Psqo0e7+cnkWcZTXvGqpjljBcTJWcDm1gcuAUREvPwKMJ5R5PPAA8KOAMg509w1m1hJ428yWhjufURHF7Vif0C/mre6+O/xyVLbj0VZ3lNeO3L+ONU3M980y1v/1Cc3OI1QgBkW8HNOfewUyfkTolPC9FrpG/t/ASeWcNxoqsp6hwAx3jzwqEI/tWJag98WYUJ1QnSBx64RqRPwyqkZER9D7Y9SpRkTvvU11QnWirPWoThyX6sRRBNpscvcLqriIdUCHiOftgQ3h4U1m1sbd88Onfm2OdkYzq8g6hgAfufumiGWXDpvZY8CrQWV09w3hfzeb2UuETpXLJYG2o5nVIlQY/u7uL0YsOyrb8SiOt3+VNU3tcswbr4yYWQ/gcWCIu2/76vXj/NzjmjGi0OPur5vZn8yseXnmjVfGCF87qhin7ViWoPfFmFCdUJ2oSMY41wnViDhlVI2ImqD3x6hTjYjee5vqhOrE8dajOlH1jBGSpk5U98voPgROMrMu4W7/94BXwuNeAa4LD18HlOfoRkVVZB1fuy4z/Eb4lSuAo94VvorKzGhm9cyswVfDwEURWRJiO5qZAX8Flrj7/x4xLlbb8Xj7V2T2H1pIP2BX+NTd8swbl4xm1hF4EbjW3ZdHvH68n3u8M7YO/4wxs76E3pu2lWfeeGUMZ2sEfIOIfTSO27EsQe+LiUp1omyqE5WjGhG/jKoR0RH0/piIVCPKR3WiclQn4pdRdSI6ors/eozveF7ZB6Ff8nVAAbAJeDP8elvg9YjpLiH0TQKrCJ0y+9XrzYB3gBXhf5vGIONR13GUjBmEdvZGR8z/NLAQWBD+YbUJIiOhu8rPDz8WJ+J2JHS6poe31SfhxyWx3o5H27+AnwE/Cw8b8Mfw+IVEfNvJsfbNGGy/sjI+DuyI2G5zy/q5B5DxlnCG+YRuPDgg0bZj+Pn1wD+PmC8u25HQH5j5QCGh98YbE21fjPcD1Ym4ZTzefp4o25EA6kRZ7xuJ8HtZjoyqEVHIGH5+PQHViPC6VCcO3x6qEXHMebx9PVG2JaoTlc2oOhGFjOHn15NEdcLCM4qIiIiIiIiIiFRZdb+MTkREREREREREEoiaTSIiIiIiIiIiEjVqNomIiIiIiIiISNSo2SQiIiIiIiIiIlGjZpOIiIiIiIiIiESNmk0iIiIiIiIiIhI1ajaJiIiIiIiIiEjUqNkkIiIiIiIiIiJR8/8B2azzoxwbQ4cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = [0.5,1.0,1.25,2.0,2.25,2.5]#[2.25, 2.5, 3.0, 5.0]\n",
    "files = [\"JK_7_7.npy\", \"JK_7_14.npy\", \"JK_7_18.npy\", \"JK_RR.npy\"]\n",
    "\n",
    "for j in range(len(files)):\n",
    "    fig, axs = plt.subplots(2,3)\n",
    "    fig.set_figwidth(4*5)\n",
    "    fig.set_figheight(7*2)\n",
    "\n",
    "    for i in range(len(gs)):\n",
    "        with open(f\"MetropolisRuns/3component/PT{files[j]}g={gs[i]:.2f}.pickle\", \"rb\") as f:\n",
    "            loadedmet = pickle.load(f)\n",
    "        print(i//3, i % 3)\n",
    "        ax = axs[i//3, i % 3]\n",
    "        loadedmet.plot_angle_overlap_distribution(10,ax=ax)\n",
    "        ax.set_title(f\"g = {gs[i]:.2f}\"+\" $g_c$\")\n",
    "        ax.plot([0.0, 1.0], [1.0, 0.0], 'r-')\n",
    "        ax.plot([0.0, 1.0], [-1.0, 0.0], 'r-')\n",
    "        ax.plot([0.0, -1.0], [-1.0, 0.0], 'r-')\n",
    "        ax.plot([0.0, -1.0], [1.0, 0.0], 'r-')\n",
    "\n",
    "    fig.savefig(f\"MetropolisRuns/Figures/PT{files[j]}SuperradiantRampT=10.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0\n",
      "0 1\n",
      "0 2\n"
     ]
    }
   ],
   "source": [
    "gs = [0.5,1.0,1.25,2.0,2.25,2.5]#[2.25, 2.5, 3.0, 5.0]\n",
    "files = [\"JK_7_7.npy\", \"JK_7_14.npy\", \"JK_7_18.npy\", \"JK_RR.npy\"]\n",
    "\n",
    "for tempNum in range(50):\n",
    "    for j in range(len(files)):\n",
    "        fig, axs = plt.subplots(2,3)\n",
    "        fig.set_figwidth(4*5)\n",
    "        fig.set_figheight(7*2)\n",
    "\n",
    "        for i in range(len(gs)):\n",
    "            with open(f\"MetropolisRuns/3component/PT{files[j]}g={gs[i]:.2f}.pickle\", \"rb\") as f:\n",
    "                    loadedmet = pickle.load(f)\n",
    "            print(i//3, i % 3)\n",
    "            ax = axs[i//3, i % 3]\n",
    "            loadedmet.plot_angle_overlap_distribution(tempNum,ax=ax)\n",
    "            ax.set_title(f\"g = {gs[i]:.2f}\"+\" $g_c$\")\n",
    "            ax.plot([0.0, 1.0], [1.0, 0.0], 'r-')\n",
    "            ax.plot([0.0, 1.0], [-1.0, 0.0], 'r-')\n",
    "            ax.plot([0.0, -1.0], [-1.0, 0.0], 'r-')\n",
    "            ax.plot([0.0, -1.0], [1.0, 0.0], 'r-')\n",
    "\n",
    "        fig.savefig(f\"MetropolisRuns/Figures/PT{files[j]}SuperradiantRampT={tempNum}.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "xpos = xp.load(\"J_Matrix_Positions/allX.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(f\"MetropolisRuns/FinalVersion/PTpos1g=2.25.pickle\", \"rb\") as f:\n",
    "    loadedmet = pickle.load(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ParrellelTempering.ParrallelTempering at 0x27666ad47c0>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loadedmet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x276686cec70>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.pcolor(loadedmet.angle_overlap_hist[0].get())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'ParrallelTempering' object has no attribute 'energy_record'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32mcommondrive\\Users\\hshunt\\LabNotebooks\\ParallelTempering.ipynb Cell 10\u001b[0m line \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> <a href='vscode-notebook-cell://levlabserver2.stanford.edu/commondrive/Users/hshunt/LabNotebooks/ParallelTempering.ipynb#X31sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m plt\u001b[39m.\u001b[39mplot(loadedmet\u001b[39m.\u001b[39;49menergy_record[\u001b[39m10\u001b[39m,\u001b[39m5\u001b[39m,:]\u001b[39m.\u001b[39mget())\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'ParrallelTempering' object has no attribute 'energy_record'"
     ]
    }
   ],
   "source": [
    "plt.plot(loadedmet.energy_record[10,5,:].get())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50,)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xp.linspace(0.,1.,51)[:-1].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency (100,000)')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xp.linspace(0.,1.,51)[:-1].get(), loadedmet.radial_hist[10].get()/1e6)\n",
    "plt.title(\"Radial Histogram for 7/7 JK at 2.25 Threshold\")\n",
    "plt.xlabel(\"Radius\")\n",
    "plt.ylabel(\"Frequency (100,000)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = xp.sum(loadedmet.radial_hist[10]*xp.linspace(0.,1.,50))/xp.sum(loadedmet.radial_hist[10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "var = xp.sum(loadedmet.radial_hist[10]*(xp.linspace(0.,1.,50)**2))/xp.sum(loadedmet.radial_hist[10]) - mean**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9691784565721114 0.05285863874047867\n"
     ]
    }
   ],
   "source": [
    "print(mean, xp.sqrt(var))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "Jlocals = xp.load(\"PosBasedJlocals.npy\")\n",
    "N = Jlocals.shape[0]\n",
    "means = xp.zeros(N)\n",
    "vars = xp.zeros(N)\n",
    "for i in range(N):\n",
    "    with open(f\"MetropolisRuns/FinalVersion/PTpos{i}g=1.25.pickle\", \"rb\") as f:\n",
    "        loadedmet = pickle.load(f)\n",
    "    means[i] = xp.sum(loadedmet.radial_hist[10]*xp.linspace(0.,1.,50))/xp.sum(loadedmet.radial_hist[10])\n",
    "    vars[i] = xp.sum(loadedmet.radial_hist[10]*(xp.linspace(0.,1.,50)**2))/xp.sum(loadedmet.radial_hist[10]) - means[i]**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(means.get(), range=[0.975,0.98], bins=50)\n",
    "plt.title(\"Radial Mean Across the JK Ensemble\")\n",
    "plt.xlabel(\"Radial Mean\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0.977596)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(means)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(xp.sqrt(vars).get(), range=[0.03,0.05], bins=50)\n",
    "plt.title(\"Radial STD Across the JK Ensemble\")\n",
    "plt.xlabel(\"Radial Standard Deviation\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(vars.get(), range=[0.001, 0.0015], bins=50)\n",
    "plt.title(\"Radial variance Across the JK Ensemble\")\n",
    "plt.xlabel(\"Radial Standard Deviation\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0.00123484)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xp.mean(vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0.00345399)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xp.logspace(xp.log(0.001)/xp.log(10.),xp.log(1.5)/xp.log(10.), 60)[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "Jlocals = xp.load(\"PosBasedJlocals.npy\")\n",
    "N = Jlocals.shape[0]\n",
    "means = xp.zeros(N)\n",
    "vars = xp.zeros(N)\n",
    "for i in range(N):\n",
    "    with open(f\"MetropolisRuns/FinalVersion/PTpos{i}g=1.25.pickle\", \"rb\") as f:\n",
    "        loadedmet = pickle.load(f)\n",
    "    means[i] = xp.sum(loadedmet.rho_hist[10]*xp.linspace(0.,1.,50))/xp.sum(loadedmet.radial_hist[10])\n",
    "    vars[i] = xp.sum(loadedmet.rho_hist[10]*(xp.linspace(0.,1.,50)**2))/xp.sum(loadedmet.radial_hist[10]) - means[i]**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0.06679472)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xp.sqrt(max(vars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(means.get(), bins=50)\n",
    "plt.title(\"Radial Mean Across the JK Ensemble\")\n",
    "plt.xlabel(\"Radius Mean\")\n",
    "plt.ylabel(\"Frequency\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(xp.sqrt(vars).get(), bins=50)\n",
    "plt.title(\"Radial STD Across the JK Ensemble\")\n",
    "plt.xlabel(\"Radius Standard Deviation\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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